BACKLOG P: AD sign-in to Slurm user, tried end to end

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Slurm's jobs in containers: pyxis and enroot, installed by the agents
2026-11-14 23:00:28 +01:00 · 2026-11-14 21:31:20 +01:00 · 2026-11-14 20:45:57 +01:00 · 2026-11-14 20:30:49 +01:00 · 2026-11-12 22:49:37 +01:00 · 2026-11-12 22:38:54 +01:00
252 changed files with 17720 additions and 694 deletions
@@ -0,0 +1,20 @@
+# Fails when an engine llmgw follows release by release (FreeToken) has
+# published a version newer than the one DefaultEngines installs: the failed
+# run is the notice to check the new version and move to it. See
+# scripts/engine_releases.py.
+name: Engine releases
+
+on:
+  schedule:
+    # Mondays 06:00 UTC.
+    - cron: "0 6 * * 1"
+  workflow_dispatch:
+
+jobs:
+  check:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Compare with PyPI
+        run: python3 scripts/engine_releases.py
@@ -46,8 +46,11 @@ providers, of L5 cache-write and audio prices. L6 and L7 are llmgw-80's; L8 (A2A
 cluster's hardware holds, with CPU and GPU tok/s). Next M2 (every download pinned and checked against Hugging
 Face, done 2026-10-30), then M5 (engines without the internet), M3, M4, M6.

+**Scale.** O: more than one control plane answering clients; O1 (measuring one router's ceiling) first.
+
 **Governance.**
-7. **C1**: a tenant-admin role, and forms hidden from viewers.
+7. ~~**C1**~~: done 2026-11-08. An organization's admin (`--role admin` on an org membership) changes its teams,
+   projects, people and keys from /org; viewers are drawn no forms; forms made compact.
 8. **Audit before and after**: what a change changed, and changes made with the CLI recorded too.

 **When there is room.**
@@ -433,9 +436,9 @@ portal is not done — the page shows; the console and ctl change.
   API middleware and the /admin pages (with each change's result), `ctl
   audit`, the console's Audit view; staff roles viewer / operator /
   billing / admin. Left: before/after values (the request's fields are
-   recorded, not the state they replaced); a tenant-admin role that changes
-   its own organization (managers still only view it); hiding the forms a
-   viewer cannot submit. **Audit log and roles (M).** Today "audit" is slog lines
+   recorded, not the state they replaced). Done 2026-11-08: an organization's
+   admin who changes its own organization from /org (managers still only view
+   it), and the forms a viewer cannot submit no longer drawn. **Audit log and roles (M).** Today "audit" is slog lines
   (`internal/web/admin_users.go:403-480`) and roles are the `IsAdmin` flag
   plus an org "manager" who can view. Add `audit_events` (who, what,
   before/after, source) written by the `adminAction`/`tenancyAction`
@@ -460,8 +463,9 @@ portal is not done — the page shows; the console and ctl change.
 5. **Done (branch `features-c`):** `notify.webhooks` (model parked, node
   lost, budget spent, update available; signed JSON or Slack; retries,
   hourly de-duplication), `ctl notify test`, Alertmanager receiver
-   templates. Left: `server init` and the console do not yet ask for a
-   receiver — the templates are filled in by hand. Events are claimed in
+   templates. `server init` and both setup screens ask for webhooks and test
+   each (d1e9186, 2026-10-14); with none set, `ctl status` and the console's
+   Overview say the alerts go nowhere (2026-11-12). Events are claimed in
   the store before they are sent (2026-10-10), so two control planes send
   each once.
   **Alerting out of the box (S).** `deploy/monitoring/alertmanager.yml`
@@ -1686,6 +1690,8 @@ how to fix it by hand (`ctl model resources`, then `ctl restart`).
 Rate limits are counted in each control plane's memory. A failover starts
 every key's minute afresh. Documented in install.md; worth a shared count in
 the store only if a customer's limits must hold across a failover.
+With `router.active_active` (O2, 2026-11-01) the counts are shared every 2 s,
+so a standby taking over keeps the minute; without it, as above.

 ### J7. nginx in front of several control planes (S)
 `deploy/proxy/Caddyfile` sends to whichever control plane answers `/leader`.
@@ -1888,10 +1894,20 @@ served only from a definition written by hand. In order:
  a large MoE that fits no card is not "fits nowhere". Done 2026-10-30, without a speed (one measurement so far).
 - N7. The web serve page, the explorer's fit, the console's serve form: the same choice. Done 2026-10-30.
 - N8. `--context`/`--parallel` tied to `context_length`/`max_output`; `ctl model context` takes Strata.
+  `ctl model context` takes Strata (setup's `--context`), and `--max-output` changes the longest answer alone,
+  in place, with no restart: done 2026-11-01 (31f440a). Open: a Strata model served without `--context` still runs
+  at what Strata's setup picks (4096 on cuda01) while the catalog says the model's trained context (32768), so
+  serve should write `--context` from `context_length`; and `--parallel`.
+
+- N7b. The mirror page's Strata tab: every family and size, fetch (GGUF) or serve (packs Strata fetches itself:
+  NVFP4, DeepSeek V4.1). Done 2026-10-30. Community `strata-ple` packs Strata 0.2.7 does not list stay unservable;
+  running them would mean starting the engine past Strata's setup (`--pack`, `--native`, `--ple-gguf`).

 **C. Operating it.**
 - N9. `ctl engine-check strata`: the flags of setup.py and server.py, which drift between versions.
 - N10. `ctl engine-build NODE strata cuda12|cuda13`, as vLLM has.
+- N11a. Strata's per-replica state directories (engine-home/strata/<replica>) are left behind when a replica stops;
+  remove them with it.
 - N11. Disk for the prepared pack and draft layer (and DeepSeek V4.1's 240–280 GB), cleaned with the weights; a
  first start's preparation within the startup timeout.
 - N12. docs/install.md: Strata in the engines table, a section with a profile, its memory and first-run time;
@@ -1904,6 +1920,229 @@ served only from a definition written by hand. In order:
 - N16. Versions apart from llmgw's releases (Strata's signed update feed, `--rollback-engine`); offline bundles.
 - N17. `cache_salt` for KB isolation if Strata caches prefixes; `ctl bench` with its metrics path.

+## O. More than one place answering clients (written 2026-10-30)
+
+Every client request goes through the leader's router today: the floating address is on the leader, and a standby
+passes `/v1` on to it (a standby's router sees an empty cluster). That is failover, not scale: the cluster serves what
+one control plane's router can. In order:
+
+- O1. Measured 2026-10-30/31 on the PoC: the leader (2 vCPU, 2 GB, pve1 at load 6–10 of 28 threads) in front of
+  a fake engine on node06 (`sim-engine`, 500 tok/s a stream, no batch slowdown, as an external model), 64-token
+  streams from mirror 146, the default `observe` guardrails and usage written to PostgreSQL:
+
+  | at once | req/s | tok/s | first token p50/p95 | leader llmgw CPU |
+  |---|---|---|---|---|
+  | 64 | 465 | 29,752 | 9 / 34 ms | 159% |
+  | 128 | 572 | 36,607 | 91 / 167 ms | 181% |
+  | 256 | 577 | 36,900 | 310 / 392 ms | 182% |
+  | 512 | 551 | 35,240 | 793 / 883 ms | 181% |
+
+  The ceiling is the router's CPU: ~575 requests/s, ~37k streamed tokens/s on two cores, no errors; past it the
+  first token waits. Found on the way and fixed: an external model held to 3–4 at once by admission; a valid key
+  throttled as "unrecognised" when its cache entry expired under load.
+
+  Profiled under 128 streams (2026-10-31): a third of the CPU was one write a token to the client; joining the
+  events already in hand into one write took the ceiling to ~700 req/s and ~45k tok/s, first token p50 45 ms at 128.
+  Now the largest part is the output guardrail of the default `observe` policy, ~30%: decoding each event (~20%;
+  a token-level reader with encoding/json/jsontext was measured slower than json.Unmarshal, 1.66 vs 1.27 µs) and
+  the PII patterns (~12%). Ways on, a guardrail decision: judge shadow output in larger windows, or a sample of it.
+  Next: the same run on a machine the size of a customer's control plane, then O2.
+- O2. Every control plane answers `/v1` itself (active-active):
+  - [x] the leader's replica table followed live by the standbys, so their routers route (2026-11-01, behind
+    `router.active_active`, off by default). Every 2 s a standby posts what its router used to the leader's
+    `POST /api/v1/routing/activity` over the agent port with its control-plane certificate, and is answered with
+    the Ready replicas: no keys travel, each control plane derives a replica's key from the cluster secret. The
+    leader takes the last uses in (else a replica busy behind a standby is evicted as idle) and the on-demand models
+    asked for; a catalog changed on the leader is read again from the store. Unheard from the leader for a minute,
+    a standby routes nothing and passes `/v1` on as before. The portal, `/admin` and `/mcp` still go to the leader.
+  - [x] budgets: each router raises its counters to the store's every 30 s, so another's spend is seen within that.
+  - [x] rate limits cluster-wide (2026-11-01): each router's per-counter request and token counts, this minute's
+    and the last as absolute figures, ride the same 2 s exchange; the leader answers each standby with everyone
+    else's sum, its own included, and puts the standbys' sum in force on its own router. Each limiter adds the
+    others' counts to its sliding window. Overshoot is bounded by what N routers allow in 2 s; a standby quiet for
+    10 s stops counting. (J6's single-process case was never the problem.)
+  - [ ] a session's requests to one router and one replica: the session ring already picks the same replica on
+    every router for the same replica set; what is left is the same router, which is the balancer's (source hash).
+  - [ ] in front: IPVS on the keepalived the setup already installs, DNS round-robin, or the customer's balancer
+    (J7, L9). Until then the standbys' own addresses are what spread the load.
+  - [x] tried on the PoC (2026-11-01, v0.16.1-14-g8b7eefe, setting on since): 140 leads, 150 follows. A request
+    through 150 is answered and logged by 150; a model added on the leader is routable on 150 within a tick; a
+    CPU replica used only through 150 shows idle 6 s on the leader. Load from 146, 64-token streams, a sim engine on
+    node06 at 5,000 tok/s a stream (2,300 req/s on its own; at 500 tok/s it was the ceiling, ~490 req/s, routers or
+    not), pve1 at load 14 of 28 threads:
+
+    | streams | leader alone | split over 140 + 150 | first token p50, alone / split |
+    |---|---|---|---|
+    | 128 | 971 req/s (140 at 176%) | 832 + 692 = 1,524 req/s (178% / 166%) | 115 / 59–75 ms |
+    | 256 | 990 req/s (177%) | 816 + 677 = 1,493 req/s (177% / 164%) | 243 / 135–166 ms |
+
+    1.5× with two routers on an oversubscribed host, no errors. Not 2×: both routers' VMs and the load generator
+    share pve1's cores.
+  - Known and accepted for now, per router: the precise KV index is empty on a standby (agents stream to the leader
+    only), a revoked key works on a standby until `auth.cache_ttl`, canary promotion sees the leader's share only,
+    the answer cache and prefix tree are split, an MCP caller's rate is per router.
+- O3. Only if O2 is not enough: stateless gateway machines (`llmgw server --role gateway`) in front of the leader's
+  control plane, as many as the traffic needs.
+
+## P. Training beyond one card (written 2026-11-11) — decision open
+
+F4 trains a LoRA on one card of a node the caller names (`ctl train start --node`), one job per node, no resume.
+Larger work (full fine-tuning, a LoRA on a 70B, several GPUs or machines) needs more. Two ways:
+
+**A. In llmgw.** Add, in order: a job that takes N whole GPUs on one node (torchrun, FSDP/DeepSpeed in the agent's
+venv); placement by the control plane instead of `--node`, freeing GPUs from replicas by the scaling schedule or by
+draining; checkpoints to shared storage and resume when an agent or node goes; datasets uploaded or read from
+storage, not only KB pairs; then gang placement of N nodes with a rendezvous on the first, the NCCL environment from
+the fabric discovery (IB/NVLink, `llmgw doctor`); a console screen with logs and loss. Size: L for one node, XL for
+several. For: one product, one install, one set of users and grants (KB rules carry over), GPUs shared with
+inference without a second scheduler. Against: it is Slurm's gang scheduling, requeue and accounting written again;
+multi-node NCCL cannot be tried on the PoC (one GPU node, no IB); every customer's training code would have to fit
+our job format.
+
+**B. Slurm beside llmgw.** The TUI installs Slurm on the nodes the customer picks (munge, slurmctld on the control
+planes, slurmd, users from the same LDAP/AD), with pyxis/enroot for containers. A node is handed between the two:
+llmgw drains its replicas and `scontrol update state=resume`, and back. llmgw's part is what comes out: a checkpoint
+or adapter from a Slurm job published to the mirror (`ctl train import`), served through canary and the eval. Size:
+M. For: what research and university customers already run (`sbatch`, `srun torchrun`), any training code, mature
+multi-node and requeue; we write only the install and the handover. Against: a second system with its own failures,
+upgrades and users to keep in step; GPUs split by hand or by the handover, not by demand; access rules on training
+data are Slurm's and the file system's, not the KB's.
+
+Both need shared storage (NFS, BeeGFS, Lustre) the customer provides; neither changes F4.
+
+Recommendation: keep F4 in llmgw for small single-card adapters tied to KB grants; take B for anything larger;
+build only A's first step (N GPUs on one node, placed by the control plane, with resume) if customers ask for
+mid-size jobs without wanting Slurm.
+
+**B taken (2026-11-11).** Design: the cluster's settings say it (`slurm: enabled, cluster_name, controller, nodes,
+lent, partition`); the leader tells each named node's agent (root) what to be, the agents install and run it.
+- The controller is an llmgw node (its agent runs slurmctld); `nodes` run slurmd configless
+  (`--conf-server`), so slurm.conf, gres.conf and cgroup.conf live only on the controller.
+- The munge key is derived from the cluster secret (HKDF), so nothing new is stored or copied by hand.
+- Each node reports `slurmd -C`; the leader writes slurm.conf from those lines, its mgmt address and its GPUs
+  (`Gres=gpu:<type>:N`, gres.conf with the device files), and sends it to the controller again when one changes.
+- A node in `nodes` belongs to llmgw until it is in `lent`: drained in Slurm (reason "llmgw: serving models").
+  Lent: llmgw drains it as `ctl drain` does (kept in force each tick, as facility holds are, so a new leader
+  keeps it) and, once no replica is left, its agent resumes it in Slurm. Taken out of `lent`: the agent drains
+  it in Slurm, reports the jobs left, and when none are the leader makes it ready for llmgw again.
+- Phases: P1 the `slurm` package (conf, key, parsers) and settings; P2 the agent side (proto, install, munge,
+  slurmd/slurmctld, status); P3 the leader side (conf from reports, lend/reclaim); P4 `ctl slurm`
+  (status, lend, reclaim) and a TUI screen; P5 `ctl train import` of a Slurm job's output into the mirror.
+  Later: a backup slurmctld on a second node, accounting (slurmdbd; it takes MySQL/MariaDB only, not the Patroni PG), users from LDAP/AD.
+- Tried on the PoC 2026-11-11 (dev build v0.16.3-17-g849760c-slurm on 140, 150, node05, node06; Ubuntu
+  24.04, Slurm 23.11.4 from the archive): `ctl slurm setup --controller llmgw-node06 --nodes llmgw-node05`
+  installed munge, slurmctld and slurmd, node05 entered drained with its slurmd -C hardware (8 CPUs,
+  31132 MiB after the 3%). `lend`: its 2 replicas moved off, then IDLE in Slurm; srun and sbatch ran there.
+  `reclaim` with a 90 s job running: MIXED+DRAIN, llmgw kept off, ready again within a minute of the job
+  ending. Found and fixed on the way: a client command needs its files even for --version (version now
+  from the daemon); the packaged unit is Type=notify (slurmd needs --systemd); slurmd's own "slurmstepd
+  infinity" was counted as a job; without accounting storage 23.11's main scheduler marks batch jobs
+  InvalidAccount and backfill starts them, one a pass (bf_interval=10: 6-10 s each). So many small jobs
+  want slurmdbd. — Wrong cause, found 2026-11-11: a job asking no memory got the whole node's (ReqTRES
+  mem=all), so a node ran one job at a time and each next one waited for backfill's pass. Fixed: the
+  partition's DefMemPerCPU is the leanest node's share; slurmdbd is not needed for this. InvalidAccount is real too:
+  23.11 dropped accounting_storage/none, and without slurmdbd the main scheduler passes every job by;
+  backfill starts it within bf_interval (10 s). priority/basic did not change that (fair share needs
+  slurmdbd anyway). Starting on submission needs slurmdbd, on MySQL/MariaDB.
+- slurmdbd, done 2026-11-12 (748f777): the controller's agent installs MariaDB (bound to 127.0.0.1; a
+  MariaDB that was there keeps its settings), makes `slurm_acct_db` and its user (password from the munge
+  key, through a 0600 file, never argv), runs slurmdbd (6819, in the firewall for the cluster) and adds
+  the cluster, before slurmctld. slurm.conf: AccountingStorageType=slurmdbd, jobacct_gather/cgroup,
+  AccountingStorageTRES=gres/gpu, priority/multifactor. Tried on the PoC: five jobs started on
+  submission, `sacct -a` has them with their TRES. Not tried: a fresh `server init --slurm` (needs VMs);
+  a Red Hat controller.
+- Fresh install tried 2026-11-12 on VMs (3 control planes with Patroni, 2 CPU nodes, `server init
+  --slurm`): Slurm, slurmdbd and MariaDB came up with the install; two-node srun/sbatch on the lent nodes,
+  `sacct` has them; leader failover kept serving. Open from it: `--slurm` needs the first machine to be a
+  node (the controller is its node), so a site wanting control planes without nodes chooses the
+  controller later with `ctl slurm setup`; batch output lands on the job's first node until there is
+  shared storage; on shared CPUs the judge refuses the first request after a placement change (fail
+  closed, ~10 s), and its advice repeats `--cores 4` to a judge that has 4. Tried again on the idle
+  VMs: one judge restarted in place, then both at once, requests every second: 48 of 48 served; the
+  first after a cold start took 7.6–8.9 s end to end against ~3 s, within the 5 s judge budget. So the
+  refusal was the install's load on the CPUs; if it is seen again, warm a new judge with one judgment
+  before it takes requests.
+- Shared files and users, built 2026-11-12: `slurm.shared` {path, nfs | server} — the site's export
+  mounted (a systemd mount unit, hard, nconnect=4), an llmgw node exporting the path itself
+  (/etc/exports.d, to the Slurm machines' addresses, root_squash; 2049 in the firewall), or the site's
+  own mount only looked for; `slurm.users: llmgw` — every active account a Linux user everywhere
+  (`slurm_users`: login from the e-mail, UID from 200000, never reused; homes made on the exporting
+  machine, else the controller; keys in /etc/llmgw/ssh-keys/%u through an sshd drop-in), SSH keys
+  from the portal's Profile or `ctl slurm users keys`. A user already on a machine with another UID
+  is left alone and said. The site has AD (not yet live): users from it, through sssd, are the next
+  step (`slurm.users` empty today leaves them to the site).
+- Logging in to a node, done 2026-11-14: llmgw's users reach the controller freely, another Slurm
+  machine only while a job of theirs runs there (pam_slurm_adopt, installed by the agent; PrologFlags=
+  Contain). Only the users listed in the agent's users file are held: root and the machine's own users
+  log in as before, so a wrong line never locks out who would fix it. pam_systemd would move the session
+  out of the job, so sshd's stack takes the session file in place of its include, with pam_systemd
+  skipped for the listed users alone; where that cannot be done safely (nested includes, jumps across
+  it) they are held to having a job, not to its cores and cards, and the agent says so. Tried on the
+  VMs: ayse without a job refused ("no active jobs on this node"), with one in
+  job_N/step_extern (nproc 1), cut off when it ended; mehmet refused; admin's session unchanged.
+  Left: sites whose users come from AD (sssd) are not held yet; a group of theirs would be the list.
+- A GPU node, tried 2026-11-14 on the PoC (cuda01, Quadro RTX 6000, Slurm 23.11.4): gres.conf
+  `Type=rtx6000 File=/dev/nvidia0`, slurm.conf `Gres=gpu:rtx6000:1`. `srun --gres=gpu:1`:
+  CUDA_VISIBLE_DEVICES=0, the one card; torch found it and ran 14.1 TFLOPS (fp32 matmul). Without
+  --gres: "No devices found", torch none (ConstrainDevices holds). `--gres=gpu:2`: refused. sacct has
+  `gres/gpu=1` in AllocTRES. Found: lending a node whose GPU model has nowhere else to go waits out
+  the drain grace (5 min) before the replica stops, and `ctl slurm status` says only "1 replica(s)
+  still to move off"; it should say it waits for a replacement that cannot be placed, and until when.
+  Done (c3a75dc): it says the time.
+- Jobs in containers, done 2026-11-14: `slurm.containers` (`ctl slurm containers on`). Each agent
+  installs enroot 4.2.1 (NVIDIA's .deb/.rpm, sha256 pinned) and builds pyxis 0.24.0 (source tarball,
+  sha256 pinned) against its own Slurm (gcc, make, libslurm-dev); on a machine with nvidia-smi,
+  nvidia-container-cli from NVIDIA's repository, its key's digest pinned. enroot.conf keeps each
+  user's runtime, cache and data under /run/enroot and /var/lib/enroot (no login session needed), the
+  shared path bind-mounted in every container. The leader writes plugstack.conf ("required") only
+  once every machine reports both, since a machine without the plugin would fail every job. Tried on
+  the VMs: on in ~30 s; ayse's srun --container-image=ubuntu:24.04 on n1 ran as uid 200001 with
+  /shared inside and nproc 1; a two-node sbatch ran a rank on each. Seen once: a node's pull timed out
+  reaching auth.docker.io and the job failed (network, not pyxis). Not tried: GPUs in a container
+  (cuda01's agent is an older build; needs the peer protocol), Red Hat.
+- AD end to end, tried 2026-11-14 (decided: one AD per install, the existing auth.ldap group mapping, no
+  tree from AD, no sssd unless a site asks): the VMs' auth.ldap against Samba DC VM 165 (ldaps by IP,
+  CA in the settings, ml-team -> team:Test/arge). ada signed in on the portal with her AD password: an
+  account, in Test/arge, Slurm user ada UID 200003; her key added in the portal's Profile, ssh to the
+  controller ~20 s later, sbatch ran on n1 as ada. Disabled in AD: suspended in 56 s, the Linux user
+  gone in 89 s, ssh refused, home kept. Enabled: back in 32 s, same UID, key kept. Taken out of
+  ml-team: out of the team in 11 s; put back: in again in 56 s.
+- P6, Slurm's jobs in llmgw's accounting (written 2026-11-12, not started). The tenancy tree to Slurm:
+  each project an account (`sacctmgr add account`, parent its team and organization), each member a user
+  of it, kept by the leader from the store; `sbatch --account=PROJECT`. The records back: the leader reads
+  `sacct --json` for jobs ended since the last read (through the controller's agent) into a
+  `batch_usage` table (job, user, project, start, end, GPU-seconds by class, CPU-seconds, memory), priced
+  per GPU-hour and core-hour into cost_micros, summed with the requests' usage on the usage pages and in
+  budgets. Budgets enforced: a project's remaining budget as GPU-minutes in its account's GrpTRESMins, so
+  Slurm holds its new jobs once spent. Needs the same users on every node (open: LDAP/sssd or
+  llmgw-made). Also found: slurm.conf
+  wrote every node State=DRAIN, so each slurmctld start (on any change of the files) drained a lent node
+  until its agent resumed it, up to a minute; a lent node is now written without it. Not tried yet: a GPU node (gres).
+- Failover while lent, tried 2026-11-11 (v0.16.3-23): the first try killed the job (NODE_FAIL). A new
+  leader had heard from no node yet and sent the controller a slurm.conf without them; slurmctld,
+  restarted on it, dropped node05 and its job. Fixed (141a1f4, 0774e90): slurm.conf's nodes and the
+  controller's address are kept in cluster_state (`slurm-nodes`) and a new leader starts from them; with
+  nothing kept (an upgraded cluster) or the store unread, the controller's files wait up to 2 min for the
+  nodes; a node is told nothing until its controller's address is known (no part stops its slurmd). Tried
+  again: a 5-minute job on lent node05, leader 140 stopped, 150 took over; slurmctld not restarted, the job
+  ran to its end; reclaimed during it, node05 was llmgw's within seconds of its end. Also 3387f97: srun in
+  SrunPortRange=60001-63000, and Slurm's ports in llmgw's firewall for the cluster's networks.
+- Built 2026-11-11: P1 (`internal/slurm`, `slurm.*` settings), P2
+  (`internal/agent/slurmnode`, proto Slurm/SlurmStatus), P3 (`internal/control/slurmsvc`, wired in the
+  leader; `GET /api/v1/slurm`), P4's commands (`ctl slurm status|setup|lend|reclaim|off`). Decisions on the
+  way: a node not heard from or with Slurm jobs is cordoned, not drained (nothing of llmgw's to move, and a
+  new leader must not move models off every Slurm node); jobs are counted from the node's own slurmstepd,
+  so a controller that is down neither hides them nor, with none, keeps the node from llmgw; a drain whose
+  reason does not start with "llmgw" is a Slurm administrator's and never resumed. Left: ~~the TUI screen~~
+  (done 2026-11-11: console **Slurm**, lend/take back on a row), P5,
+  a try on the PoC (needs agents built from this; slurm-wlm 23.11 on Ubuntu 24.04), GPU minor numbers are
+  taken to be nvidia-smi's index.
+- In the first install too (2026-11-11): `llmgw server init --slurm`, and a Slurm part on the choices
+  screen, write `slurm: {enabled, controller: <this hostname>, all_nodes: true}` into server.yaml.
+  `slurm.all_nodes` (also `ctl slurm setup --all-nodes`) runs slurmd on every node in the leader's
+  inventory, those that join later too; none is lent. Refused with `--no-node`, or a hostname Slurm does
+  not take.
+
 ## D. Facts worth knowing before starting

 - Admin API: `127.0.0.1:9090`, behind the token in
@@ -20,12 +20,288 @@ is only released once its **exit criterion** is met, not when its code lands.
 | v0.13.0 | — | The whole system stopped and started from one command; Qwen3Guard judges, on a GPU and CPUs together | released |
 | v0.14.0 | — | Knowledge bases: documents from people's own machines, kept apart per tenant, answered from | released (v0.14.1: adapters, the tree over the API, the firewall on every machine; v0.14.2: pictures from ComfyUI; v0.14.3: 3D models as jobs; v0.14.4: any ComfyUI workflow as a job, presets, licences; v0.14.5: picture and 3D models that add themselves; v0.14.6: setup that explains every part and lets it be chosen, the gateway on all three HA machines; v0.14.7: the judge sized for its machine; v0.14.8: sign-in with Active Directory, several keys for one outside provider; v0.14.9: sign-in set up from the console, a node's console that shows the machine) |
 | v0.15.0 | — | The company's MCP tools and VS Code through the gateway; guardrails that ask outside services and put redacted values back; answers to similar questions | released (v0.15.1: Strata, a 125B model of experts on one card; a second mirror kept in step; pickled weights refused; a served model's context changed; v0.15.2: a served model moved to more cards; v0.15.3: a model stopped and kept, or removed with its files) |
-| v0.16.0 | — | Weights pinned to a commit and checked against what Hugging Face published; documents embedded by the gateway; Strata offered where models are chosen; cluster upgrades that say how far they are | released |
+| v0.16.0 | — | Weights pinned to a commit and checked against what Hugging Face published; documents embedded by the gateway; Strata offered where models are chosen; cluster upgrades that say how far they are | released (v0.16.1: the mirror's Strata tab, Strata's ready-made packs; v0.16.2: standbys that answer clients, FreeToken, a model fetched once per node; v0.16.3: replicas per profile, a served model's settings on the mirror page, the CPU's speed before serving) |
 | v1.0.0 | 5 | What phase 5 has left: precise KV routing proven on vLLM, the block cost picker, defragmentation across NVLink domains, prefill/decode disaggregation | planned |

 Until v1.0.0 the minor version is the breaking one: configuration formats and Go
 APIs change between minors without a deprecation period.

+## Unreleased
+
+### Added
+
+- **An organization's admin.** Besides member and manager, a membership of
+  an organization may now be `admin` (`llmgw users join … --org Acme --role
+  admin`, the role chosen on a membership on the people page, the console,
+  the admin API). An admin sees the organization's page as a manager does and
+  also changes the organization from it: adds, renames and removes its teams
+  and projects, adds people with an approved account by their address and
+  takes them out, makes its members managers or admins, and revokes keys spent
+  in its projects. Limits, approving and suspending accounts, the
+  organization's name and the rest of the cluster stay with the cluster's
+  administrators; an admin cannot take away their own role. Every change is in
+  the audit log.
+- **Slurm beside llmgw, for training and batch work.** `llmgw ctl slurm setup
+  --controller NODE --nodes NODE,...` (or `--all-nodes`, or `server init
+  --slurm`) has the agents install munge and Slurm from the machines' package
+  sources: slurmctld on one node, slurmd configless on the others, slurm.conf
+  and gres.conf written from what each node reports. Every node stays llmgw's,
+  drained in Slurm, until `ctl slurm lend NODE`: its replicas move off, then
+  Slurm runs jobs there. `ctl slurm reclaim NODE` takes it back once its jobs
+  end. `ctl slurm status` and the console's **Slurm** show each node. The
+  controller also keeps the jobs' records: slurmdbd, in a MariaDB on that
+  machine alone (Slurm takes MySQL or MariaDB only). Slurm's ports
+  (6817–6819, srun's 60001–63000) answer the cluster's networks only, as
+  llmgw's own do.
+- **Slurm's shared files and users.** `slurm.shared` (`ctl slurm shared`) is
+  one path on every Slurm machine: the site's NFS export mounted, an llmgw
+  node exporting it over NFS (what `server init --slurm` chooses, `/shared`
+  from the first machine), or a file system the site mounts. `slurm.users:
+  llmgw` (`ctl slurm users on`) makes each active account a Linux user on
+  every Slurm machine, the same login and UID (from 200000, never reused)
+  everywhere, its home on the shared path; people add SSH keys in the
+  portal's Profile (`ctl slurm users keys` for an operator). They log in to
+  the controller; to another Slurm machine only while a job of theirs runs
+  there, their session put in the job (pam_slurm_adopt), so nobody uses a
+  node's cards outside Slurm, nor on a node llmgw serves from. Root and the
+  machines' own users are not held to it.
+- **Slurm's jobs in containers.** `llmgw ctl slurm containers on`
+  (`slurm.containers`) installs enroot and pyxis on every Slurm machine, at
+  pinned versions checked against their digests, and nvidia-container-cli on
+  GPU machines; Slurm loads pyxis once every machine has it, and then `srun
+  --container-image=...` runs a job in that image, as its user, with the
+  shared path inside.
+
+### Changed
+
+- **Forms only for those who may send them.** A viewer sees the people,
+  limits, mirror and cluster pages without their forms, an operator the
+  mirror's and a node's engines but not the rest; before, they were drawn and
+  answered "not found".
+- **Smaller forms.** A label sits close to its field, a field is as wide as
+  what goes in it rather than the page, buttons are smaller, and the short
+  forms — a new key, a password, connecting an editor, a capacity or a limit —
+  sit on one line or two instead of a screen.
+
+### Fixed
+
+- **The serve forms start at the longest context that fits.** The mirror
+  page's form began every GGUF model at 4096 tokens, and the console's at
+  4096 or the plan's figure, whatever the model was trained for. Both now
+  start at what it was trained for, as long as its KV cache fits where the
+  form places it beside the weights, else at the most that does, in whole
+  thousands; the mirror page's llama.cpp slots are as many of that, up to
+  four, as the room left holds, and its memory figure is for that pool. A
+  plan says what the model was trained for (`trained`). Strata stays at
+  its 32768; vLLM's form is unchanged.
+- **A model that failed to start was started in the same place again.**
+  Placement given the same inputs chooses the same node and card, so an
+  on-demand model whose replica failed to load was retried there, past each
+  backoff, until it was parked, with another card or node free all along.
+  The control plane now remembers where a model's replicas failed (node and
+  cards, up to eight places) and places the next one elsewhere when anywhere
+  else fits; with nowhere else it is tried there as before. Coming up, a
+  change to its definition or `ctl retry` forgets the places. The log says
+  `placing a model away from where it failed to start`, with both places.
+- **Deleted model files came back after a control plane restart.** An agent
+  registers with the files its startup scan found, and sends the list again
+  only when it changes; a file deleted after the agent started was listed
+  again by a control plane that restarted, until the next change. A new
+  stream now gets the list on its first heartbeat.
+- **`ctl weights` offered models in use for deletion.** A model of several
+  files (a set, its address ending in `/`) is fetched into a directory named
+  from the address without the slash; the sweep named it from the address
+  with it, so every set in the catalog looked like nobody's. On the PoC that
+  was 330 GB of six catalog models, the qwen3.8-flash-next Q8_0 among them;
+  `--collect`, and `ctl model remove --purge` of a set, would have deleted
+  them. Both now compute the name the fetch does.
+- **A sign-in took an organization's manager role away.** A group from single
+  sign-on, SCIM or Active Directory that puts someone in an organization wrote
+  the membership again at every sign-in or sync, as a plain member: a manager
+  made one on the people page was one only until they next signed in. A
+  membership the directory names is now added if missing and otherwise left
+  as it is.
+- **The limits form on the people page's panel** was laid out on one line, its
+  title squeezed into a column.
+- **Deleting the model files nothing uses said what it was asked to free,
+  not what it freed.** The console's "Delete model files nothing uses" and
+  `ctl weights --collect` added up every file the nodes were asked to
+  delete as soon as the request was sent, and a model of several files —
+  fetched into a directory of its own — was refused by the node as "not
+  empty", so a sweep said tens of gigabytes freed and nothing went. The
+  node now deletes such a directory whole (a link only as a link), and the
+  sweep waits for the nodes to list their files again: freed is what they
+  no longer list, and what they kept is said beside, with where to read
+  why. Removing a model with its files reports the same way.
+
+## v0.16.3 — 2026-11-03
+
+Replicas counted per profile — seven on cards and four on CPUs under one name, the cards filled first — and every
+setting of a served model from the mirror page; how fast a model answers on the CPU, said before it is served, by
+the threads it is given rather than the whole machine's memory.
+
+**Upgrading.**
+- No migrations. `llmgw ctl upgrade v0.16.3`: the control planes carry the replicas per profile, the model card and
+  the speed in the serve form and in `ctl model plan`; the agents carry the measurement of one core's memory rate,
+  without which the speed is reckoned the old way, from the whole machine's.
+
+### Added
+
+- **Replicas counted per profile: seven on cards and four on CPUs, under one
+  name.** `llmgw ctl model replicas <model> gpu=7 cpu=4`, the console's
+  Replicas per profile… and the mirror page's model card set how many of a
+  model's replicas run on each of its profiles, rather than every replica
+  on the best profile that fits. For a GGUF model with no profile on CPUs
+  one is added (`--cpu-memory`), preferred below the cards, so the router
+  fills the cards first and sends to the CPUs once they are full. A change
+  starts the replicas short before stopping those over: the model never
+  runs fewer. `ctl models` shows the counts; a scaling of another total
+  ends them.
+- **Every setting of a served model from the mirror page.** A served
+  model's row has a Settings link, and its card now changes the context
+  and longest answer, the cards a replica takes, the replicas on each
+  profile (with the CPU's speed beside), stops and starts it, restarts its
+  replicas, and takes it out of the catalog with its files or without —
+  beside the replicas, class, owner, memory and adapters it held before.
+  Stopped on the row is now the model stopped and kept, started again as
+  it was, rather than its scaling set to nothing.
+- **How fast a model answers on the CPU, before it is served.** The serve
+  form says, as the cores are changed, about how many tokens a second one
+  reply gets on the CPU and on one card of the fleet's fastest class, and
+  warns when it is slow (under 15) or very slow (under 5, a reply of 500
+  tokens taking minutes). Very slow on the CPU is refused until "run on the
+  CPU anyway" is ticked, GPUs free or not. `llmgw ctl model plan` and the
+  console's Hugging Face screen show the same figure for every way a model
+  can run, and `ctl model serve --cpu` says it in its log.
+- **The speed follows the threads a replica is given.** Each agent now
+  measures what one core reads beside what all of them read: a replica of
+  four threads on a large server reads at about four cores' rate, not the
+  server's, which the estimate used to assume and overstated several times.
+  Calibrated on the PoC by llama-bench at 1, 2, 4 and 8 threads (within 15%),
+  and a model of experts reads its experts' share, from the GGUF header.
+  Agents need upgrading to report one core's rate; until then the old
+  estimate is used.
+
+## v0.16.2 — 2026-11-02
+
+Standby control planes that answer clients themselves, with rate limits and budgets kept across them; FreeToken, an
+engine for models larger than the card; a served model's longest answer changed in place; and fixes found putting
+the router under load and fetching large models: a multi-file model fetched once per node however many replicas
+start there, downloads that carry on where they were cut off, and a router that does twice the work on two cores.
+
+**Upgrading.**
+- No migrations. `llmgw ctl upgrade v0.16.2`: the control planes carry active-active routing (off until
+  `llmgw ctl config set router.active_active true`) and the router fixes; the agents carry the set fetched once
+  per node and the set's progress and checking; the mirror carries the resumed downloads.
+
+### Added
+
+- **Standbys that answer the client API themselves.** With
+  `router.active_active: true` in the cluster's settings, a standby control
+  plane routes `/v1` to the leader's replicas instead of passing every
+  request to the leader, so more machines carry the traffic. It hears the
+  replicas from the leader every two seconds over the agent port (no engine
+  keys travel) and reports back what it used, so the leader does not evict
+  a replica busy behind a standby, and the on-demand models it was asked
+  for. Rate limits are the cluster's: each router's request and token
+  counts reach the others through the leader every two seconds, so a key
+  spread over several control planes gets its limit, not that many times
+  it. Budgets are brought up to the store's every 30 seconds. Off by
+  default; the portal, `/admin` and `/mcp` still go to the leader.
+- **A served model's longest answer, changed in place.** `llmgw ctl model
+  context <model> --max-output N` (and `max_output` on `POST
+  /api/v1/models/{name}/context`, and the console's Context length… form)
+  sets the longest answer on its own: the catalog's limit, in force at once,
+  with no replica started again. With a context it is set with it. Strata's
+  context can now be changed too (its setup's `--context`), so neither
+  needs the model removed and added again.
+- **FreeToken, an engine for models larger than the card.** Mixture-of-experts
+  models several times a card's size, from one card, with the experts in RAM
+  and streamed over PCIe — read from Hugging Face safetensors checkpoints as
+  published (DeepSeek V4 Flash, GLM-5.x, Qwen3.6/3.8, gpt-oss, Gemma 4,
+  MiniMax), with batching. Installed like vLLM on every node it runs on: a
+  card of compute capability 8.0 or newer, driver 580+, x86-64, and the CUDA 13
+  toolkit it compiles kernels with; older cards are passed over (tried on a
+  Turing card, where 0.2.1 has no kernels). Profiles are one card
+  (`engine: freetoken`); the key goes in its environment, and flags that read
+  files or fetch are refused. Readiness now also waits for an engine whose
+  `/health` answers 200 while saying `loading` in its body. FreeToken is
+  followed release by release: a weekly workflow fails when PyPI has a version
+  newer than `DefaultEngines` installs.
+- **How much of each GPU works, beside whether anything does.** The busy
+  figure is nvidia-smi's `utilization.gpu` — the share of time any kernel
+  ran, which a kernel on one SM fills — and it is now said to be that: on
+  the dashboard, the node page, the metric's help and Grafana. Beside it,
+  each card's draw against its power limit (the efficiency table, the fleet
+  and node charts, the console's GPU work chart), and where the card's
+  profiling counters can be read, its SMs, SM occupancy, tensor cores and
+  memory interface: `llmgw_gpu_sm_active_percent`,
+  `llmgw_gpu_sm_occupancy_percent`, `llmgw_gpu_tensor_active_percent`,
+  `llmgw_gpu_dram_active_percent`. The agent reads them from NVML's GPM on
+  Hopper and later, and from a dcgm-exporter on the node elsewhere
+  (`discovery.dcgm_exporter`, default `http://127.0.0.1:9400/metrics`, `off`
+  for none). The GPU map colours by this "work" by default — SMs active
+  where read, power against the limit otherwise — and keeps busy as a mode.
+  On cuda01 decode read 92% busy with the SMs at work 69% of the time.
+
+### Fixed
+
+- **Several replicas of a multi-file model on one node fetched it once
+  each, over one another.** Four replicas placed on a node's four cards
+  wanted the same safetensors set at the same moment, each wrote the same
+  `.part` files, and all but one failed to start ("rename … no such file")
+  until a retry found the set finished. A set is now fetched once per node
+  and every replica waiting on it gets it, as single files always were.
+- **A model of several files showed one file's download as the whole.** A node fetching a set reported the part it
+  was on — "59% of 46.1 GB" for a 188 GB model — instead of the set: it now reports the set's bytes against its
+  whole size.
+- **A set's files checked with nothing said, one at a time.** After the last byte arrived a node checked each file
+  against the mirror's checksum, 195 GB on one core for eight minutes, while the replica still read "fetching 100%".
+  It now checks four at once and says so: `checking 40% of 195 GB` in `ctl replicas`, "Checking the weights" in the
+  chat page; and a check that takes long is not taken for a stuck download.
+- **A mirror download the registry cut off started again from nothing, or not at all.** Hugging Face's CDN ended a
+  60 GB transfer at 23 GB (`stream error … CANCEL`), the mirror deleted what had arrived, and `ctl model serve`
+  failed. The mirror now tries again up to six times, carrying on from where it got to (`Range`), keeps what arrived
+  when it gives up, and carries on from it after a restart too.
+- **A model from an outside provider took three or four requests at once.** Admission read every request in flight to
+  an endpoint it does not measure as a queue, so an external model (OpenAI, another llmgw cluster) was held to what a
+  saturation of 0.85 allows of "in flight / 4"; the rest waited and timed out with 504. An outside provider queues for
+  itself and says 429 when full, which its breaker already hears: it no longer counts towards saturation.
+- **A valid key told to slow down under load, every thirty seconds.** When a busy key's cached entry expired, every
+  request in flight missed the cache together and each took one of the address's allowance for unknown keys: past a
+  hundred or so streams at once, a valid key got 429 "too many unrecognised api keys". Requests missing the same key
+  at once now share one read and one allowance.
+- **A streamed answer was one write to the client a token.** Each event was flushed alone, a system call each: a
+  third of a busy router's CPU. Events already received from the engine now go out in one write, with no token
+  waiting for another; on the PoC's two-core leader the ceiling rose from ~575 to ~700 streams' requests a second,
+  and the first token at 128 at once from 91 to 45 ms.
+
+## v0.16.1 — 2026-10-30
+
+The mirror page's Strata tab, Strata's ready-made packs served with Strata fetching them, and two fixes found
+serving Strata's models: repositories that keep each size in a directory, and DeepSeek on cards its engine does not
+run on.
+
+**Upgrading.**
+- No migrations. The control planes carry the tab, the plan and the serving; the agents carry the refusal of a
+  Strata profile its card cannot run (`llmgw ctl upgrade v0.16.1`). Mirrors need nothing new.
+
+### Added
+
+- **The mirror page's Strata tab.** Every family and size Strata runs, with its download, the RAM it keeps and where
+  it would run here; a GGUF size fetched into the mirror in one press (checked against Hugging Face's checksums),
+  and the packs Strata fetches itself — NVFP4, DeepSeek V4.1 — served at once, their repository the source.
+  `ctl model plan` and `ctl model serve` take those repositories too, and the explorer names a `strata-ple`
+  repository for what it is: part of a pack Strata knows, or one Strata 0.2.7 does not.
+
+### Fixed
+
+- **A repository that keeps each quantisation in a directory of its own** (ISTA-DASLab's `IQ2_XS/`, `IQ3_S/`) listed
+  no weights: its file tree is now read recursively, by the explorer, the plan and `ctl model serve`.
+- **DeepSeek V4.1 offered on a card its engine was not built for.** Strata's DeepSeek engine runs on RTX 30 (compute
+  8.6) and newer; on a Turing card the tab and the plan offered it, and Strata's setup refused it once placed. Now
+  neither offers it there, the tab says why, and the agent refuses such a profile before starting it.
+
 ## v0.16.0 — 2026-10-30

 Weights pinned to the commit they were added at and checked, by the nodes and the mirror, against the sha256
@@ -0,0 +1,105 @@
+# Functional Source License, Version 1.1, ALv2 Future License
+
+## Abbreviation
+
+FSL-1.1-ALv2
+
+## Notice
+
+Copyright 2026 Ilker Manap
+
+## Terms and Conditions
+
+### Licensor ("We")
+
+The party offering the Software under these Terms and Conditions.
+
+### The Software
+
+The "Software" is each version of the software that we make available under
+these Terms and Conditions, as indicated by our inclusion of these Terms and
+Conditions with the Software.
+
+### License Grant
+
+Subject to your compliance with this License Grant and the Patents,
+Redistribution and Trademark clauses below, we hereby grant you the right to
+use, copy, modify, create derivative works, publicly perform, publicly display
+and redistribute the Software for any Permitted Purpose identified below.
+
+### Permitted Purpose
+
+A Permitted Purpose is any purpose other than a Competing Use. A Competing Use
+means making the Software available to others in a commercial product or
+service that:
+
+1. substitutes for the Software;
+
+2. substitutes for any other product or service we offer using the Software
+   that exists as of the date we make the Software available; or
+
+3. offers the same or substantially similar functionality as the Software.
+
+Permitted Purposes specifically include using the Software:
+
+1. for your internal use and access;
+
+2. for non-commercial education;
+
+3. for non-commercial research; and
+
+4. in connection with professional services that you provide to a licensee
+   using the Software in accordance with these Terms and Conditions.
+
+### Patents
+
+To the extent your use for a Permitted Purpose would necessarily infringe our
+patents, the license grant above includes a license under our patents. If you
+make a claim against any party that the Software infringes or contributes to
+the infringement of any patent, then your patent license to the Software ends
+immediately.
+
+### Redistribution
+
+The Terms and Conditions apply to all copies, modifications and derivatives of
+the Software.
+
+If you redistribute any copies, modifications or derivatives of the Software,
+you must include a copy of or a link to these Terms and Conditions and not
+remove any copyright notices provided in or with the Software.
+
+### Disclaimer
+
+THE SOFTWARE IS PROVIDED "AS IS" AND WITHOUT WARRANTIES OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING WITHOUT LIMITATION WARRANTIES OF FITNESS FOR A PARTICULAR
+PURPOSE, MERCHANTABILITY, TITLE OR NON-INFRINGEMENT.
+
+IN NO EVENT WILL WE HAVE ANY LIABILITY TO YOU ARISING OUT OF OR RELATED TO THE
+SOFTWARE, INCLUDING INDIRECT, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES,
+EVEN IF WE HAVE BEEN INFORMED OF THEIR POSSIBILITY IN ADVANCE.
+
+### Trademarks
+
+Except for displaying the License Details and identifying us as the origin of
+the Software, you have no right under these Terms and Conditions to use our
+trademarks, trade names, service marks or product names.
+
+## Grant of Future License
+
+We hereby irrevocably grant you an additional license to use the Software under
+the Apache License, Version 2.0 that is effective on the second anniversary of
+the date we make the Software available. On or after that date, you may use the
+Software under the Apache License, Version 2.0, in which case the following
+will apply:
+
+Licensed under the Apache License, Version 2.0 (the "License"); you may not use
+this file except in compliance with the License.
+
+You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software distributed
+under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
+CONDITIONS OF ANY KIND, either express or implied. See the License for the
+specific language governing permissions and limitations under the License.
@@ -42,7 +42,7 @@ Releases track the roadmap phases; see [CHANGELOG.md](CHANGELOG.md).
 | v0.13.0 | — | The whole system stopped and started from one command; Qwen3Guard judges, on a GPU and CPUs together | released |
 | v0.14.0 | — | Knowledge bases: documents from people's own machines, kept apart per tenant, answered from | released (v0.14.1: adapters, the tree over the API, the firewall on every machine; v0.14.2: pictures from ComfyUI; v0.14.3: 3D models as jobs; v0.14.4: any ComfyUI workflow as a job, presets, licences; v0.14.5: picture and 3D models that add themselves; v0.14.6: setup that explains every part and lets it be chosen, the gateway on all three HA machines; v0.14.7: the judge sized for its machine; v0.14.8: sign-in with Active Directory, several keys for one outside provider; v0.14.9: sign-in set up from the console, a node's console that shows the machine) |
 | v0.15.0 | — | The company's MCP tools and VS Code through the gateway; guardrails that ask outside services and put redacted values back; answers to similar questions | released (v0.15.1: Strata, a 125B model of experts on one card; a second mirror kept in step; pickled weights refused; a served model's context changed; v0.15.2: a served model moved to more cards; v0.15.3: a model stopped and kept, or removed with its files) |
-| v0.16.0 | — | Weights pinned to a commit and checked against what Hugging Face published; documents embedded by the gateway; Strata offered where models are chosen; cluster upgrades that say how far they are | released |
+| v0.16.0 | — | Weights pinned to a commit and checked against what Hugging Face published; documents embedded by the gateway; Strata offered where models are chosen; cluster upgrades that say how far they are | released (v0.16.1: the mirror's Strata tab, Strata's ready-made packs; v0.16.2: standbys that answer clients, FreeToken, a model fetched once per node; v0.16.3: replicas per profile, a served model's settings on the mirror page, the CPU's speed before serving) |
 | v1.0.0 | 5 | What phase 5 has left: precise KV routing proven on vLLM, the block cost picker, defragmentation across NVLink domains, prefill/decode disaggregation | planned |

 As of v0.6.0 a cluster runs unattended: agents report their hardware, the
@@ -372,3 +372,10 @@ make rename NEW=git.example.com/team/llmgw
 ## Language

 Code, comments, tests, commit messages and documentation are in English.
+
+## Licence
+
+Functional Source License 1.1 with an Apache 2.0 future licence
+(FSL-1.1-ALv2); see [LICENSE](LICENSE). Each release may be used, read and
+changed for anything except offering it as a competing product or service,
+and becomes Apache 2.0 two years after it is published.
@@ -30,6 +30,7 @@ message AgentMessage {
    KVEvents kv_events = 8;
    TrainStatus train_status = 9;
    TrainArtifact train_artifact = 10;
+    SlurmStatus slurm_status = 11;
  }
 }

@@ -78,6 +79,7 @@ message ControlMessage {
    AgentSettings agent_settings = 15;
    TrainStart train_start = 16;
    TrainCancel train_cancel = 17;
+    Slurm slurm = 18;
  }
  // trace is the W3C trace context (traceparent, and tracestate when there
  // is one) of the control plane's span that sent this command, so what the
@@ -241,6 +243,10 @@ message Host {
  // mem_bandwidth_gbs is how fast the memory reads, in GB/s, measured when
  // the agent started: what decides a model's speed on the CPU. 0 unknown.
  double mem_bandwidth_gbs = 7;
+  // mem_bandwidth_core_gbs is what one core reads alone, in GB/s: a replica
+  // given a few threads of a large machine reads at a few times this, not at
+  // the whole machine's rate. 0 unknown.
+  double mem_bandwidth_core_gbs = 8;
 }

 // Storage is one filesystem a node keeps weights on.
@@ -448,6 +454,21 @@ message GPUSensor {
  int32 last_xid = 26;
  string last_xid_text = 27;
  int64 last_xid_unix = 28;
+  // How much of the chip the work on it uses, which utilization_percent
+  // does not say: that is the share of time any kernel ran, and a kernel on
+  // one SM of a hundred counts in full. has_profile says these are present;
+  // -1 is not reported. Read from NVML's GPM on Hopper and later, or from a
+  // dcgm-exporter on the node; profile_source says which ("gpm", "dcgm").
+  bool has_profile = 29;
+  // sm_active_percent is the share of time the SMs had work, averaged over
+  // all of them; sm_occupancy_percent how full those SMs were with warps.
+  double sm_active_percent = 30;
+  double sm_occupancy_percent = 31;
+  // tensor_active_percent is the tensor cores; dram_active_percent the
+  // memory interface, which decode is bound by.
+  double tensor_active_percent = 32;
+  double dram_active_percent = 33;
+  string profile_source = 34;
 }

 // ShardLoad is one engine process group's use.
@@ -603,6 +624,8 @@ message Heartbeat {
  // the agent has measured it — in the background after it starts, so a
  // registration usually has none yet. 0 means not measured.
  double mem_bandwidth_gbs = 20;
+  // mem_bandwidth_core_gbs is one core's read rate, as in Host.
+  double mem_bandwidth_core_gbs = 21;
 }

 // Provision is the software a node should have: which engines, at which
@@ -705,6 +728,9 @@ message FetchProgress {
  // is a real answer: a percentage would then be invented, and an invented
  // percentage that stops moving is worse than a byte count that keeps rising.
  int64 bytes_total = 3;
+  // phase is what the bytes are: empty while they arrive, "checking" while the
+  // node checks a set's files against the mirror's checksums.
+  string phase = 4;
 }

 // StartShard launches one shard. It is idempotent by shard_id: the control
@@ -962,3 +988,99 @@ message TrainArtifact {
  bytes data = 4;
  bool last = 5;
 }
+
+// Slurm is what this node is in the Slurm cluster run beside llmgw
+// (BACKLOG P): its controller, one of its nodes, both or neither. Sent when
+// an agent registers and whenever it changes; the agent installs what is
+// missing and keeps the daemons running as it says.
+message Slurm {
+  // controller runs slurmctld here, on files.
+  bool controller = 1;
+  // node runs slurmd here, configless, fetching its files from conf_server.
+  bool node = 2;
+  // name is this node's NodeName in slurm.conf.
+  string name = 3;
+  // conf_server is slurmctld's host:port.
+  string conf_server = 4;
+  // munge_key is the key every machine of the cluster shares.
+  bytes munge_key = 5;
+  // files are the controller's, by name in /etc/slurm; empty for a node
+  // that is not the controller.
+  map<string, string> files = 6;
+  // lent says Slurm may run jobs here now: resume the node if llmgw drained
+  // it. Otherwise it is drained, its jobs left to finish.
+  bool lent = 7;
+  // shared is the file system every machine of the Slurm cluster sees at
+  // the same path; unset or with no path, none.
+  SlurmShared shared = 8;
+  // manage_users has llmgw keep the Linux users below on this machine,
+  // and take away those it made that are no longer among them.
+  bool manage_users = 9;
+  repeated SlurmUser users = 10;
+  // make_homes has this machine make the users' home directories: the one
+  // that exports the shared path, else the controller.
+  bool make_homes = 11;
+  // containers has the machine install pyxis and enroot, so jobs may run
+  // in containers (srun --container-image), and set them up.
+  bool containers = 12;
+}
+
+// SlurmShared is where the Slurm cluster's shared files come from.
+message SlurmShared {
+  // path is where every machine sees them, as /shared.
+  string path = 1;
+  // nfs is an export, host:/path, to mount at path; empty when this
+  // machine exports path itself (serve) or the site mounts it.
+  string nfs = 2;
+  // serve has this machine export path over NFS to clients.
+  bool serve = 3;
+  // clients are the addresses the export answers.
+  repeated string clients = 4;
+}
+
+// SlurmUser is a Linux user that runs jobs, the same on every machine.
+message SlurmUser {
+  string login = 1;
+  // uid is also the user's own group's gid.
+  uint32 uid = 2;
+  // name is the account's, for the GECOS field.
+  string name = 3;
+  string home = 4;
+  // ssh_keys are OpenSSH public keys, one a line of authorized_keys.
+  repeated string ssh_keys = 5;
+}
+
+// SlurmStatus is what this node's Slurm daemons are doing, sent when it
+// changes and every few minutes while the node has a part in Slurm.
+message SlurmStatus {
+  // version is Slurm's, as "23.11.4"; empty when it is not installed.
+  string version = 1;
+  // hardware is `slurmd -C` on a node, which slurm.conf must match.
+  string hardware = 2;
+  bool slurmd_running = 3;
+  bool slurmctld_running = 4;
+  // state and reason are the controller's for this node, from scontrol.
+  string state = 5;
+  string reason = 6;
+  // jobs is how many job steps run on this node now, counted from their
+  // slurmstepd so a controller that is down does not hide them; -1 when the
+  // agent cannot tell.
+  int32 jobs = 7;
+  // error is the last thing that went wrong keeping Slurm, empty when
+  // nothing did.
+  string error = 8;
+  // files_sha256 is of the controller's files as written, so the leader
+  // knows they arrived.
+  string files_sha256 = 9;
+  // slurmdbd_running is the accounting daemon on the controller, which keeps
+  // the jobs' records in a MariaDB beside it.
+  bool slurmdbd_running = 10;
+  // shared is the shared path as this machine has it: "mounted",
+  // "exported", "missing", or empty when there is none.
+  string shared = 11;
+  // users is how many of llmgw's users this machine has.
+  int32 users = 12;
+  // containers is what this machine has for jobs in containers, as
+  // "pyxis 0.24.0, enroot 4.2.1"; empty while it has not got both.
+  string containers = 13;
+}
@@ -504,7 +504,7 @@
    {
      "type": "timeseries",
      "title": "GPU busy, by card",
-      "description": "Share of each sample period a kernel was running, sampled every heartbeat.",
+      "description": "Share of each sample period in which any kernel ran (nvidia-smi's utilization.gpu), sampled every heartbeat. Not how much of the chip: one SM busy reads 100%. The SMs panel and power against its limit say how much.",
      "datasource": {
        "type": "prometheus",
        "uid": "llmgw-prom"
@@ -908,6 +908,51 @@
          "mode": "multi"
        }
      }
+    },
+    {
+      "type": "timeseries",
+      "title": "GPU SMs and tensor cores active, by card",
+      "description": "From the cards' profiling counters: NVML's GPM on Hopper and later, or a dcgm-exporter on the node. SMs active is the share of time the SMs had work, averaged over all of them; the gap to busy is chip a running kernel leaves idle. Tensor cores stay low in decode at batch one; prefill and batches are where they rise. Empty for cards nothing can profile.",
+      "datasource": {
+        "type": "prometheus",
+        "uid": "llmgw-prom"
+      },
+      "gridPos": {
+        "x": 0,
+        "y": 73,
+        "w": 24,
+        "h": 7
+      },
+      "id": 25,
+      "targets": [
+        {
+          "expr": "llmgw_gpu_sm_active_percent",
+          "legendFormat": "{{node}} gpu {{gpu}} SMs",
+          "refId": "A"
+        },
+        {
+          "expr": "llmgw_gpu_tensor_active_percent",
+          "legendFormat": "{{node}} gpu {{gpu}} tensor",
+          "refId": "B"
+        }
+      ],
+      "fieldConfig": {
+        "defaults": {
+          "unit": "percent",
+          "min": 0,
+          "max": 100
+        },
+        "overrides": []
+      },
+      "options": {
+        "legend": {
+          "displayMode": "list",
+          "placement": "bottom"
+        },
+        "tooltip": {
+          "mode": "multi"
+        }
+      }
    }
  ]
 }
@@ -110,9 +110,15 @@
    {
      "name": "restart"
    },
+    {
+      "name": "routing"
+    },
    {
      "name": "settings"
    },
+    {
+      "name": "slurm"
+    },
    {
      "name": "summary"
    },
@@ -2730,7 +2736,7 @@
    "/api/v1/models/{name}/context": {
      "post": {
        "operationId": "postModelsNameContext",
-        "summary": "Change a served model's context: the catalog, its engines' arguments and memory, then its replicas restarted",
+        "summary": "Change a served model's context and longest answer: the catalog, its engines' arguments and memory, then its replicas restarted; max_output alone changes only the catalog and restarts nothing",
        "tags": [
          "models"
        ],
@@ -3224,6 +3230,58 @@
        }
      }
    },
+    "/api/v1/models/{name}/replicas": {
+      "post": {
+        "operationId": "postModelsNameReplicas",
+        "summary": "How many replicas run on each profile",
+        "description": "Seven on cards and four on CPUs, under the model's name. A profile not named keeps its count; cpu adds a profile on CPUs to a llama.cpp model that has none. Its scaling becomes the sum.",
+        "tags": [
+          "models"
+        ],
+        "parameters": [
+          {
+            "name": "name",
+            "in": "path",
+            "required": true,
+            "description": "The model's name in the catalog.",
+            "schema": {
+              "type": "string"
+            }
+          },
+          {
+            "$ref": "#/components/parameters/Actor"
+          }
+        ],
+        "requestBody": {
+          "required": true,
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/ProfileReplicasRequest"
+              }
+            }
+          }
+        },
+        "responses": {
+          "200": {
+            "description": "OK",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/catalog.Model"
+                }
+              }
+            }
+          },
+          "401": {
+            "$ref": "#/components/responses/Unauthorized"
+          },
+          "default": {
+            "$ref": "#/components/responses/Error"
+          }
+        }
+      }
+    },
    "/api/v1/models/{name}/resources": {
      "post": {
        "operationId": "postModelsNameResources",
@@ -4793,6 +4851,77 @@
        }
      }
    },
+    "/api/v1/routing": {
+      "get": {
+        "operationId": "getRouting",
+        "summary": "The Ready replicas a standby routes to",
+        "description": "Read by a standby control plane when router.active_active is on: each replica's address, model, profile, pool and weight, without its key, and which catalog is in force.",
+        "tags": [
+          "routing"
+        ],
+        "responses": {
+          "200": {
+            "description": "OK",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/control.Routing"
+                }
+              }
+            }
+          },
+          "401": {
+            "$ref": "#/components/responses/Unauthorized"
+          },
+          "default": {
+            "$ref": "#/components/responses/Error"
+          }
+        }
+      }
+    },
+    "/api/v1/routing/activity": {
+      "post": {
+        "operationId": "postRoutingActivity",
+        "summary": "A standby's router reports what it used",
+        "description": "When it last sent each replica a request, and the on-demand models it was asked for, so the leader does not evict a replica busy behind a standby. Answered with the routing, so one request a tick does both.",
+        "tags": [
+          "routing"
+        ],
+        "parameters": [
+          {
+            "$ref": "#/components/parameters/Actor"
+          }
+        ],
+        "requestBody": {
+          "required": true,
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/control.Activity"
+              }
+            }
+          }
+        },
+        "responses": {
+          "200": {
+            "description": "OK",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/control.Routing"
+                }
+              }
+            }
+          },
+          "401": {
+            "$ref": "#/components/responses/Unauthorized"
+          },
+          "default": {
+            "$ref": "#/components/responses/Error"
+          }
+        }
+      }
+    },
    "/api/v1/settings": {
      "get": {
        "operationId": "getSettings",
@@ -4952,6 +5081,117 @@
        }
      }
    },
+    "/api/v1/slurm": {
+      "get": {
+        "operationId": "getSlurm",
+        "summary": "The Slurm cluster beside llmgw, and where each of its nodes is",
+        "description": "From the cluster's settings (slurm.*) and what each node's agent last said. A node's phase is llmgw (drained in Slurm, no job left), lending (its replicas moving off), lent, reclaiming (drained in Slurm, jobs still running) or unknown (its agent has not said).",
+        "tags": [
+          "slurm"
+        ],
+        "responses": {
+          "200": {
+            "description": "OK",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/slurmsvc.Status"
+                }
+              }
+            }
+          },
+          "401": {
+            "$ref": "#/components/responses/Unauthorized"
+          },
+          "default": {
+            "$ref": "#/components/responses/Error"
+          }
+        }
+      }
+    },
+    "/api/v1/slurm/users": {
+      "get": {
+        "operationId": "getSlurmUsers",
+        "summary": "The Linux users made from llmgw's accounts for the Slurm cluster",
+        "description": "Every active account, with its login, UID and SSH keys; an account is given its login and UID the first time it is listed. The machines have them when slurm.users is \"llmgw\".",
+        "tags": [
+          "slurm"
+        ],
+        "responses": {
+          "200": {
+            "description": "OK",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "type": "array",
+                  "items": {
+                    "$ref": "#/components/schemas/slurmsvc.User"
+                  }
+                }
+              }
+            }
+          },
+          "401": {
+            "$ref": "#/components/responses/Unauthorized"
+          },
+          "default": {
+            "$ref": "#/components/responses/Error"
+          }
+        }
+      }
+    },
+    "/api/v1/slurm/users/{user}/ssh-keys": {
+      "put": {
+        "operationId": "putSlurmUsersUserSshKeys",
+        "summary": "Replace an account's SSH public keys",
+        "description": "{user} is an ID or e-mail. keys is OpenSSH public keys, one a line, without options; empty takes them all away. The machines have them within a minute.",
+        "tags": [
+          "slurm"
+        ],
+        "parameters": [
+          {
+            "name": "user",
+            "in": "path",
+            "required": true,
+            "description": "The person's ID or email.",
+            "schema": {
+              "type": "string"
+            }
+          },
+          {
+            "$ref": "#/components/parameters/Actor"
+          }
+        ],
+        "requestBody": {
+          "required": true,
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/SlurmKeysRequest"
+              }
+            }
+          }
+        },
+        "responses": {
+          "200": {
+            "description": "OK",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/slurmsvc.User"
+                }
+              }
+            }
+          },
+          "401": {
+            "$ref": "#/components/responses/Unauthorized"
+          },
+          "default": {
+            "$ref": "#/components/responses/Error"
+          }
+        }
+      }
+    },
    "/api/v1/summary": {
      "get": {
        "operationId": "getSummary",
@@ -6108,7 +6348,7 @@
      },
      "CollectResult": {
        "type": "object",
-        "description": "CollectResult is what was deleted on one node, or why nothing was.",
+        "description": "CollectResult is what was deleted on one node, or why nothing was: what the node no longer lists once asked, not what it was asked to delete.",
        "properties": {
          "node": {
            "type": "string"
@@ -6120,6 +6360,14 @@
            "type": "integer",
            "format": "int64"
          },
+          "left": {
+            "type": "integer",
+            "description": "Left and LeftBytes are what the node still lists: refused, or not gone by the time the sweep stopped waiting. Its agent's log says why."
+          },
+          "left_bytes": {
+            "type": "integer",
+            "format": "int64"
+          },
          "error": {
            "type": "string"
          }
@@ -6485,6 +6733,10 @@
          "percent": {
            "type": "integer",
            "description": "Percent is absent rather than zero when the total is unknown: an invented percentage that stops moving is worse than a byte count that keeps rising."
+          },
+          "phase": {
+            "type": "string",
+            "description": "Phase is empty while the bytes arrive, \"checking\" while a set's files are checked against the mirror's checksums."
          }
        }
      },
@@ -8025,6 +8277,13 @@
              "type": "string"
            }
          },
+          "profile_replicas": {
+            "type": "object",
+            "additionalProperties": {
+              "type": "integer"
+            },
+            "description": "ProfileReplicas is how many replicas run on each profile, for a model whose replicas are counted per profile; absent otherwise."
+          },
          "memory_gb": {
            "type": "integer",
            "description": "MemoryGB and CPUCores are what one replica reserves, from its first profile; MeasuredMemoryGB is the most one of its replicas uses now, 0 when none is measured."
@@ -8227,6 +8486,10 @@
            "type": "number",
            "description": "MemBandwidthGBs is how fast its memory reads, in GB/s, measured when its agent started; 0 when not reported. A model's speed on the CPU."
          },
+          "mem_bandwidth_core_gbs": {
+            "type": "number",
+            "description": "MemBandwidthCoreGBs is what one core reads alone, in GB/s; 0 when not reported. A CPU replica's threads read at about this each."
+          },
          "engines": {
            "type": "array",
            "items": {
@@ -8583,6 +8846,21 @@
          }
        }
      },
+      "ProfileReplicasRequest": {
+        "type": "object",
+        "description": "ProfileReplicasRequest counts a model's replicas per profile: profile name to replicas, and CPU, for a llama.cpp model with no profile on CPUs, the one to add.",
+        "properties": {
+          "profiles": {
+            "type": "object",
+            "additionalProperties": {
+              "type": "integer"
+            }
+          },
+          "cpu": {
+            "$ref": "#/components/schemas/modelsvc.CPUProfile"
+          }
+        }
+      },
      "ProjectView": {
        "type": "object",
        "description": "ProjectView is a project, with how many people and keys are in it.",
@@ -9206,6 +9484,15 @@
          }
        }
      },
+      "SlurmKeysRequest": {
+        "type": "object",
+        "description": "SlurmKeysRequest is a person's SSH public keys, one a line, as authorized_keys has them; empty takes them all away.",
+        "properties": {
+          "keys": {
+            "type": "string"
+          }
+        }
+      },
      "StoreMember": {
        "type": "object",
        "description": "StoreMember is one member of a replicated store, as its Patroni reports it.",
@@ -9308,6 +9595,10 @@
          "guard_off": {
            "type": "boolean",
            "description": "GuardOff says the guardrails are turned off (guard.enabled: false): no request is checked, whatever the policies say."
+          },
+          "no_alerts": {
+            "type": "boolean",
+            "description": "NoAlerts says the cluster's settings name no webhook: a model parked, a node lost or a judge down is told nobody."
          }
        }
      },
@@ -9692,6 +9983,42 @@
          }
        }
      },
+      "accounting.Counts": {
+        "type": "object",
+        "description": "Counts are one limiter's counts by counter: this minute's and the one before, as absolute figures, so reporting them twice changes nothing.",
+        "properties": {
+          "minute": {
+            "type": "string",
+            "format": "date-time"
+          },
+          "current": {
+            "type": "object",
+            "additionalProperties": {
+              "type": "integer",
+              "format": "int64"
+            }
+          },
+          "previous": {
+            "type": "object",
+            "additionalProperties": {
+              "type": "integer",
+              "format": "int64"
+            }
+          }
+        }
+      },
+      "accounting.Rates": {
+        "type": "object",
+        "description": "Rates are an accountant's two limiters' counts.",
+        "properties": {
+          "requests": {
+            "$ref": "#/components/schemas/accounting.Counts"
+          },
+          "tokens": {
+            "$ref": "#/components/schemas/accounting.Counts"
+          }
+        }
+      },
      "bench.Capacity": {
        "type": "object",
        "description": "Capacity is what one replica was measured to serve, kept so the measurement outlives the terminal it was printed in.\n\nThe conclusion of a run, not the run. The ramp itself — every concurrency level, its latencies, its errors — is worth reading once, while deciding whether the run was sound; it is not worth carrying around afterwards, and storing it would grow without bound as a model is re-benchmarked. What a later reader needs is the number and enough provenance to judge whether it is still true.",
@@ -10392,6 +10719,10 @@
            "type": "integer",
            "description": "Priority orders profiles during placement; highest that fits wins."
          },
+          "replicas": {
+            "type": "integer",
+            "description": "Replicas, set on any of a model's profiles, is how many of its replicas run on this one: seven on cards and four on CPUs, all answering under the model's name, rather than each replica on the best profile that fits. The model's scaling is then the sum, min and max alike; a profile left at zero runs none."
+          },
          "startup_timeout": {
            "type": "integer",
            "format": "int64",
@@ -10550,6 +10881,95 @@
          }
        }
      },
+      "config.SharedStorage": {
+        "type": "object",
+        "description": "SharedStorage is where the Slurm cluster's shared files come from: the site's NFS export (NFS), an NFS export llmgw keeps on one of its nodes (Server), or, with neither, a file system the site mounts itself (Lustre, BeeGFS, GPFS), which llmgw only looks for.",
+        "properties": {
+          "Path": {
+            "type": "string",
+            "description": "Path is where every machine sees it, as /shared."
+          },
+          "NFS": {
+            "type": "string",
+            "description": "NFS is the site's export, host:/path, mounted at Path on every machine of the Slurm cluster."
+          },
+          "Server": {
+            "type": "string",
+            "description": "Server is the llmgw node, the controller or one of the nodes, that exports Path over NFS to the others: for a site with no storage of its own. One machine: not highly available, and no faster than its disk and network."
+          }
+        }
+      },
+      "control.Activity": {
+        "type": "object",
+        "description": "Activity is what a standby's router reports back: when it last sent each replica a request, and the on-demand models it was asked for. The leader evicts and loads by these, and without them a replica busy behind a standby looks idle to the one machine that decides.",
+        "properties": {
+          "from": {
+            "type": "string",
+            "description": "From names the standby, so its counts replace its own last ones and are not given back to it."
+          },
+          "last_used": {
+            "type": "object",
+            "additionalProperties": {
+              "type": "string",
+              "format": "date-time"
+            }
+          },
+          "want": {
+            "type": "array",
+            "items": {
+              "type": "string"
+            }
+          },
+          "rates": {
+            "$ref": "#/components/schemas/accounting.Rates",
+            "description": "Rates are its router's own counts against each limit."
+          }
+        }
+      },
+      "control.RoutedReplica": {
+        "type": "object",
+        "description": "RoutedReplica is a Ready replica as a router needs it: where it is, what it serves and how much it may take. Not its key — every control plane derives that from the replica's id and the cluster's secret, so none travels.",
+        "properties": {
+          "id": {
+            "type": "string"
+          },
+          "model": {
+            "type": "string"
+          },
+          "profile": {
+            "type": "string"
+          },
+          "pool": {
+            "type": "string"
+          },
+          "endpoint": {
+            "type": "string"
+          },
+          "weight": {
+            "type": "number"
+          }
+        }
+      },
+      "control.Routing": {
+        "type": "object",
+        "description": "Routing is what a standby that answers requests itself reads from the leader: the replicas it may send to, and which catalog they belong to.",
+        "properties": {
+          "replicas": {
+            "type": "array",
+            "items": {
+              "$ref": "#/components/schemas/control.RoutedReplica"
+            }
+          },
+          "catalog": {
+            "type": "string",
+            "description": "Catalog changes whenever the leader puts a catalog in force. Only compared with the last one a standby saw, never with its own: a model added, scaled or given a canary is in the store, and the standby reads it again from there."
+          },
+          "rates": {
+            "$ref": "#/components/schemas/accounting.Rates",
+            "description": "Rates are what every other control plane's router has counted against each limit, the leader's among them: added to the asker's own, they make a key's limits the cluster's."
+          }
+        }
+      },
      "eval.Live": {
        "type": "object",
        "description": "Live is a run as it stands: one running, with how many of its cases are done, or one finished.",
@@ -11015,6 +11435,30 @@
          }
        }
      },
+      "inventory.GPUProfile": {
+        "type": "object",
+        "description": "GPUProfile is a card's profiling counters, in percent; -1 is not reported. UtilPercent is the share of time any kernel ran, and a kernel on one SM of a hundred counts in full; these say how much of the chip it ran on.",
+        "properties": {
+          "sm_active": {
+            "type": "number",
+            "description": "SMActive is the share of time the SMs had work, averaged over all of them; SMOccupancy how full those SMs were with warps."
+          },
+          "sm_occupancy": {
+            "type": "number"
+          },
+          "tensor_active": {
+            "type": "number",
+            "description": "TensorActive is the tensor cores, DRAMActive the memory interface."
+          },
+          "dram_active": {
+            "type": "number"
+          },
+          "source": {
+            "type": "string",
+            "description": "Source is what read them: \"gpm\" (NVML, Hopper and later) or \"dcgm\"."
+          }
+        }
+      },
      "inventory.GPUSensor": {
        "type": "object",
        "description": "GPUSensor is one card's heat and power, and what is throttling it.",
@@ -11062,6 +11506,10 @@
          "wear": {
            "$ref": "#/components/schemas/inventory.GPUWear",
            "description": "Wear is what wears the card out, read every minute; nil from an agent that does not read it."
+          },
+          "profile": {
+            "$ref": "#/components/schemas/inventory.GPUProfile",
+            "description": "Profile is how much of the chip the work uses, which UtilPercent does not say; nil where nothing on the node can read it."
          }
        }
      },
@@ -11193,6 +11641,10 @@
          },
          "strata_size": {
            "type": "string"
+          },
+          "tokens_per_second": {
+            "type": "number",
+            "description": "TokensPerSecond is about how many tokens a second one reply gets this way, on the fastest host it fits; 0 when not known. On the CPU with the threads a replica is given by default: half the node's."
          }
        }
      },
@@ -11241,6 +11693,13 @@
          "max_output": {
            "type": "integer"
          },
+          "output_only": {
+            "type": "boolean",
+            "description": "OutputOnly is a change of the longest answer alone, MaxOutputBefore what it was (0 no limit); nothing was started again."
+          },
+          "max_output_before": {
+            "type": "integer"
+          },
          "trained": {
            "type": "integer"
          },
@@ -11285,13 +11744,16 @@
      },
      "modelserve.ContextRequest": {
        "type": "object",
-        "description": "ContextRequest is the context to change to: tokens one request may use, and for llama.cpp how many at once (its pool is the two multiplied).",
+        "description": "ContextRequest is the context to change to: tokens one request may use, and for llama.cpp how many at once (its pool is the two multiplied). MaxOutput is the longest answer, which may be changed with it or alone: Tokens 0 with a MaxOutput changes only that, in the catalog, which the router reads it from — nothing is started again.",
        "properties": {
          "tokens": {
            "type": "integer"
          },
          "slots": {
            "type": "integer"
+          },
+          "max_output": {
+            "type": "integer"
          }
        }
      },
@@ -11428,6 +11890,10 @@
          "context": {
            "type": "integer"
          },
+          "trained": {
+            "type": "integer",
+            "description": "Trained is the context the model was trained for, the most a request may use; 0 when neither its header nor its config says."
+          },
          "kv_bytes_per_token": {
            "type": "integer",
            "format": "int64",
@@ -11675,6 +12141,21 @@
          }
        }
      },
+      "modelsvc.CPUProfile": {
+        "type": "object",
+        "description": "CPUProfile is a profile on CPUs to add to a llama.cpp model, for replicas counted per profile: what a replica of it reserves.",
+        "properties": {
+          "name": {
+            "type": "string"
+          },
+          "memory_gb": {
+            "type": "integer"
+          },
+          "cpu_cores": {
+            "type": "integer"
+          }
+        }
+      },
      "notify.Result": {
        "type": "object",
        "description": "Result is how one webhook answered a test.",
@@ -11842,6 +12323,156 @@
          }
        }
      },
+      "slurmsvc.NodeStatus": {
+        "type": "object",
+        "description": "NodeStatus is one node as the service sees it.",
+        "properties": {
+          "node": {
+            "type": "string"
+          },
+          "phase": {
+            "type": "string"
+          },
+          "replicas": {
+            "type": "integer"
+          },
+          "stops_by": {
+            "type": "string",
+            "format": "date-time",
+            "description": "StopsBy is, while it is being lent, when a replica still on it is stopped even with nowhere else to go: the drain's grace after the lend began. Zero when not known (a leader that took over meanwhile)."
+          },
+          "slurm": {
+            "$ref": "#/components/schemas/slurmsvc.Reported"
+          },
+          "connected": {
+            "type": "boolean"
+          }
+        }
+      },
+      "slurmsvc.Reported": {
+        "type": "object",
+        "description": "Reported is the agent's SlurmStatus, for the admin API.",
+        "properties": {
+          "version": {
+            "type": "string"
+          },
+          "hardware": {
+            "type": "string"
+          },
+          "slurmd_running": {
+            "type": "boolean"
+          },
+          "slurmctld_running": {
+            "type": "boolean"
+          },
+          "slurmdbd_running": {
+            "type": "boolean"
+          },
+          "shared": {
+            "type": "string",
+            "description": "Shared is the shared path here: \"mounted\", \"exported\", \"missing\"."
+          },
+          "containers": {
+            "type": "string",
+            "description": "Containers is what the machine has for jobs in containers, empty while not both of pyxis and enroot."
+          },
+          "users": {
+            "type": "integer",
+            "description": "Users is how many of llmgw's users the machine has."
+          },
+          "state": {
+            "type": "string"
+          },
+          "reason": {
+            "type": "string"
+          },
+          "jobs": {
+            "type": "integer"
+          },
+          "error": {
+            "type": "string"
+          },
+          "files_sha256": {
+            "type": "string"
+          },
+          "at": {
+            "type": "string",
+            "format": "date-time"
+          }
+        }
+      },
+      "slurmsvc.Status": {
+        "type": "object",
+        "description": "Status is the whole Slurm cluster, for `ctl slurm status`.",
+        "properties": {
+          "enabled": {
+            "type": "boolean"
+          },
+          "cluster": {
+            "type": "string"
+          },
+          "controller": {
+            "type": "string"
+          },
+          "partition": {
+            "type": "string"
+          },
+          "controller_status": {
+            "$ref": "#/components/schemas/slurmsvc.Reported"
+          },
+          "nodes": {
+            "type": "array",
+            "items": {
+              "$ref": "#/components/schemas/slurmsvc.NodeStatus"
+            }
+          },
+          "waiting": {
+            "type": "array",
+            "items": {
+              "type": "string"
+            },
+            "description": "Waiting are nodes left out of slurm.conf until they report their hardware."
+          },
+          "shared": {
+            "$ref": "#/components/schemas/config.SharedStorage",
+            "description": "Shared is where the shared files are and come from; Users who keeps the users, and how many llmgw has."
+          },
+          "users": {
+            "type": "string"
+          },
+          "user_count": {
+            "type": "integer"
+          },
+          "containers": {
+            "type": "string",
+            "description": "Containers is whether jobs may run in containers: \"on\" once every machine has pyxis and enroot, \"installing\" until then, empty when slurm.containers is off."
+          }
+        }
+      },
+      "slurmsvc.User": {
+        "type": "object",
+        "description": "User is a Linux user made from an llmgw account.",
+        "properties": {
+          "login": {
+            "type": "string"
+          },
+          "uid": {
+            "type": "integer"
+          },
+          "name": {
+            "type": "string"
+          },
+          "email": {
+            "type": "string"
+          },
+          "ssh_keys": {
+            "type": "array",
+            "items": {
+              "type": "string"
+            }
+          }
+        }
+      },
      "store.AuditEvent": {
        "type": "object",
        "description": "AuditEvent is one change: who made it, through what, to what, and how it ended. Detail never holds a secret; the writer takes them out.",
@@ -67,7 +67,8 @@ or with the mirror unticked, is said in the form and nothing starts.
 ## Watch

 **Overview** is `llmgw ctl status`: nodes, GPUs by class, fabrics, replicas,
-models, the store's members, and anything parked, unplaced or idle.
+models, the store's members, and anything parked, unplaced or idle. With no
+webhook in the cluster's settings it says the alerts go nowhere.

 **Monitor** draws the cluster the way btop draws a machine: CPU, memory,
 GPU busy and GPU memory, requests and tokens a second, time to first token,
@@ -207,6 +208,19 @@ starting — and whether it ended done, failed, or waiting for room on busy
 cards. The entry shows how many are running. Enter on one shows its steps.
 `llmgw ctl jobs` is the same, and `llmgw ctl jobs ID` follows one.

+**Slurm** is the Slurm cluster run beside llmgw, when there is one: its
+controller and whether slurmctld runs, and each node that runs slurmd —
+whose it is now (llmgw's, Slurm's, or on its way between them), its state in
+Slurm, the jobs running there. On a row, **Lend to Slurm…** moves the node's
+replicas off and then lets Slurm run jobs there; **Take back from Slurm…**
+starts no new job there and gives it back to llmgw when its jobs have ended.
+Both change `slurm.lent` in the cluster's settings, as `llmgw ctl slurm lend`
+and `reclaim` do. Turning Slurm on and choosing its nodes is `llmgw ctl slurm
+setup`, or the Slurm part of the first install. Above the nodes it says where
+the shared files come from and how many users llmgw made; the SHARED column
+is each node's (mounted, exported, missing). `llmgw ctl slurm shared` and
+`llmgw ctl slurm users` change them.
+
 **Logs** shows a node's agent log, newest at the bottom, errors and warnings
 coloured.

@@ -220,7 +234,8 @@ and change it with the same commands as `llmgw users`, `llmgw keys` and
 dashboard, and what they belong to. **A** creates an account, already
 approved. On a row: approve one waiting, suspend or reinstate, give or take
 the cluster dashboard, add to or take out of an organization, team or
-project, their limits, a new password (their sessions close), delete, and
+project (on an organization as a member, its manager, who sees its page, or
+its admin, who also changes it), their limits, a new password (their sessions close), delete, and
 **Forget them…** for a request to be forgotten (`llmgw users forget`).

 **API keys** — every key, its project, owner, state and last use. **A**
@@ -166,13 +166,74 @@ is a flag too, and the plan shows the command with them: `--starter qwen3-8b`
 `--judge-fail open`, `--judge-categories`, `--judge-replicas`,
 `--judge-budget`, `--language tr`, `--signup-open`, `--default-rpm`,
 `--default-tpm`, `--max-key-ttl`, `--media` (pictures and 3D: ComfyUI on the
-nodes, and `presets.auto`), `--evict-after-idle` and `--min-lifetime`. They
+nodes, and `presets.auto`), `--slurm` (see below), `--evict-after-idle` and `--min-lifetime`. They
 go into `server.yaml` as init writes it, and become the cluster's first
 settings when it starts; a `server.yaml` already there is never overwritten,
 so run again they change nothing — the settings page does. An NVIDIA card with no working
 driver is reported rather than silently ignored; install the driver and run
 init again to serve on it.

+**Slurm, for training and batch jobs.** `--slurm`, or the Slurm part on the
+choices screen, runs a Slurm cluster beside llmgw: slurmctld on this
+machine's node, slurmd on every node, those that join later too
+(`slurm.all_nodes`). The agents install munge and Slurm (22.05 or newer)
+from the machines' own package sources, and on this machine slurmdbd, which
+keeps the jobs' records (`sacct`), in a MariaDB installed beside it that
+answers this machine alone. Slurm keeps its records in MySQL or MariaDB
+only, not in the cluster's PostgreSQL; the database's password is made from
+the cluster's munge key, so nothing new is stored. A MariaDB the machine
+already had keeps its settings and only gets the database `slurm_acct_db`
+and its user. Back it up with the machine (`mariadb-dump slurm_acct_db`);
+records older than a year are purged. No node is Slurm's at first: each is
+drained in Slurm and serves models until `llmgw ctl slurm lend NODE` gives it
+to Slurm — its models move off first — and `llmgw ctl slurm reclaim NODE`
+takes it back once its jobs end. Jobs are submitted on this machine with
+`sbatch` and `srun`; `llmgw ctl slurm status` shows where each node is. It
+needs this machine to be a node, and its hostname to be a name Slurm takes.
+On a cluster installed without it, `llmgw ctl slurm setup --controller NODE
+--all-nodes` does the same later. Slurm's ports (6817–6819, and srun's 60001–63000) answer the cluster's
+networks only, as llmgw's own do; a firewall of the site's own between the
+nodes must let them through.
+
+**Slurm's shared files and users.** Jobs need the same files on every
+machine: homes, datasets, output, checkpoints. With `--slurm` this machine
+exports `/shared` over NFS to every Slurm machine and they mount it
+(`slurm.shared`); NFS's port 2049 answers the cluster's networks only, the
+export the Slurm machines alone. That is one machine, not highly available
+and no faster than its disk and network: enough for a few nodes. A site with
+storage of its own uses it instead — `--slurm-shared HOST:/EXPORT` at
+install, or `llmgw ctl slurm shared --path /shared --nfs HOST:/EXPORT`
+later; Lustre, BeeGFS or GPFS the site mounts itself, and `llmgw ctl slurm
+shared --path /lustre/hpc` only has llmgw look that it is there. Every
+active llmgw account is a Linux user on every Slurm machine
+(`slurm.users: llmgw`): its login from its e-mail address, a UID from
+200000 up that is never given to anyone else, its home under
+`/shared/home`. People add their SSH public keys in the portal's
+**Profile** and log in to this machine to run `sbatch`; an account suspended
+or deleted loses its user, its files stay. On the other Slurm machines they
+are let in only while a job of theirs runs there, and their ssh session is
+put in that job, held to its cores and cards (pam_slurm_adopt, which the
+agents install); root and the machines' own users log in as before. A site whose users come from its
+directory (sssd against Active Directory or LDAP) passes `--slurm-users
+site`, or later `llmgw ctl slurm users off`.
+
+Jobs may run in containers: `llmgw ctl slurm containers on` has the agents
+install enroot and pyxis on every Slurm machine (NVIDIA's releases, at
+versions llmgw pins and checks; pyxis is built against each machine's own
+Slurm) and, on GPU machines, nvidia-container-cli from NVIDIA's repository.
+Once every machine has them Slurm loads pyxis, and `ctl slurm status` says
+`containers: on`:
+
+```sh
+srun --gres=gpu:1 --container-image=nvcr.io#nvidia/pytorch:25.01-py3 python train.py
+```
+
+The shared path is in every container where it is on the host, and the job
+runs as its user, held to its cores and cards. Each node pulls the image
+from its registry for each job; for a large image used often, import it
+once (`enroot import -o /shared/images/pytorch.sqsh docker://nvcr.io#...`)
+and give that file to `--container-image`.
+
 **Secure by default.** What init writes is the hardened configuration, not a
 demonstration one:

@@ -703,6 +764,7 @@ Nothing to do: the agent installs them once the node joins, under
 | vLLM | nodes with an NVIDIA GPU it can run on | a Python environment built by uv from PyPI, about 8 GB |
 | SGLang | only when you ask for it | the same way as vLLM |
 | TensorRT-LLM | only nodes where you installed it | not installed by llmgw: see [TensorRT-LLM, which you bring](#tensorrt-llm-which-you-bring) |
+| FreeToken | nodes with a GPU of compute capability 8.0 or newer (RTX 30, A100 and later), driver 580+, x86-64 and the CUDA 13 toolkit | a Python environment built by uv from PyPI (`freetoken[accel]`); see [FreeToken](#freetoken-models-larger-than-the-card) |
 | Strata | only when you ask for it (`engines: {strata: "0.2.7"}`) | its source, pinned by digest, in a Python environment, and its prebuilt engine for CUDA 13 (driver 580+) or CUDA 12.9 (Pascal to Ada, driver 575+); see [Strata](#strata-a-large-model-of-experts-on-one-card) |

 vLLM is resolved as PyPI stood a day after that vLLM was published, so every
@@ -761,13 +823,85 @@ llmgw ctl model serve ISTA-DASLab/Qwen3.8-Flash-Next-GSQ-RCO-GGUF \
 ```

 The Hugging Face explorer shows the same ("1× … with Strata, N GB of RAM"),
-and the mirror's serve form serves such a version on Strata. A Strata profile
+and the mirror's serve form serves such a version on Strata.
+
+The mirror page's **Strata** tab lists every family and size Strata runs, with
+what each downloads and keeps in RAM and where it would run here:
+
+- **Fetch into the mirror**, for the GGUF families: the size's files, checked
+  against Hugging Face's checksums; the version's serve form then serves it on
+  Strata.
+- **Serve**, for the packs Strata fetches itself — the NVFP4 packs
+  (`Maximilian228/Qwen3.8-Flash-Next-NVFP4-GPTQ-Strata` and its NVIDIA
+  sibling, NVIDIA's FP4-Local) and DeepSeek V4.1: the model is added with the
+  repository as its source, and its first start fetches tens of gigabytes onto
+  the node, each file pinned and checked by Strata, before preparing it.
+  `ctl model serve` does the same for these repositories.
+
+Repositories of architecture `strata-ple` that Strata 0.2.7 does not list —
+community packs such as `…-Q8_0-Strata` — are named as such in the explorer:
+Strata's setup refuses them, and llama.cpp cannot read them. A Strata profile
 says its family and size (`--family qwen --size IQ2_XS`), which the catalog
 checks against what Strata runs, and reserves the RAM the size keeps its experts
 in (48 GB and the engine's 4 for IQ2_XS) unless it says `min_memory_gb`. Its
 first start prepares the model on the node, which takes minutes, and fetches a
 draft layer of about 5 GB from the internet.

+#### FreeToken: models larger than the card
+
+[FreeToken](https://github.com/FlashML-org/FreeToken) serves mixture-of-experts
+models several times a card's size from one card: the experts stay in the
+node's RAM, the ones used most are cached in VRAM, and the rest stream over
+PCIe. Unlike Strata it reads Hugging Face safetensors checkpoints as they are
+published — DeepSeek V4 Flash, GLM-5.x, Qwen3.6/3.8 (Flash-Next among them),
+gpt-oss, Gemma 4, MiniMax M2.5/M3 — in FP8, NVFP4, MXFP4 or BF16, and batches
+several requests (`--max-running-requests`, 4 by default).
+
+Every node that can run it installs it, as with vLLM: an NVIDIA GPU of compute
+capability 8.0 or newer, driver 580 or newer, x86-64. Older cards are passed
+over without a word — on a Quadro RTX 6000 (7.5) version 0.2.1 had no kernel
+image for the card's first prefill, and in fp16 its first request ended in an
+illegal memory access. Its FP8 checkpoints need 8.9 (Ada, Hopper) and its NVFP4
+ones 12.0 (RTX 50, RTX PRO 6000 Blackwell). It compiles some kernels the first
+time a model loads, so the node also needs the **CUDA 13 toolkit** (`nvcc` in
+`CUDA_HOME`, `/usr/local/cuda` or `/usr/local/cuda-13.*`); a node of new cards
+without one says so on the cluster page instead of installing an engine that
+fails on its first model.
+
+A FreeToken profile runs on one card of one node (`llmgw ctl model add -f`):
+
+```yaml
+name: glm-5.2
+source: /var/lib/llmgw-weights/GLM-5.2-NVFP4   # a safetensors checkpoint's directory
+profiles:
+  - name: one-card
+    engine: freetoken
+    gpu_class: rtx-pro-6000-96g
+    min_memory_gb: 200            # the experts live in RAM: say how much
+    args: ["--max-running-requests", "8"]
+```
+
+A Hugging Face id as the source works too — FreeToken downloads the
+repository itself — but it is not pinned to a commit or checked against
+Hugging Face's checksums as vLLM's are, FreeToken having no `--revision`; a
+directory the mirror fetched, or one put on the node, is.
+
+The agent gives it the model, its address, its card (`--gpu`) and the key (in
+`FREETOKEN_API_KEY`, not on the command line); `--mmproj`, media paths and
+domains, `--hf-overrides` and `--moe-cache-split` are refused as they read
+files or fetch. `ctl model context` sets `--max-seq-len-override`. Readiness
+waits for its `/health` to stop saying `loading`, since it answers 200 from the
+moment its HTTP server is up. It serves no Prometheus metrics, so the router
+counts its requests itself.
+
+llmgw follows FreeToken release by release: the version is
+`DefaultEngines["freetoken"]`, and a weekly workflow
+(`.gitea/workflows/engine-releases.yml`) fails when PyPI has a newer one, the
+notice to check it and move to it. A version of your own is named under
+`engines` like any other (`freetoken: "0.2.2"`), and `freetoken: ""` installs
+none; one node is turned off with its build set to *none* (console, the node's
+menu).
+
 #### Choosing a node's vLLM build

 Which build a GPU node installs is chosen on the cluster page, in the **vLLM
@@ -1694,23 +1828,37 @@ llmgw ctl model remove qwen-7b --purge   # its files on the mirror and the nodes
 The console has the same in a model's menu: Stop… or Start, Remove…, and
 Remove with its files….

-### Changing a served model's context
+### Changing a served model's context and longest answer

-How much one request may use is set when a model is served. To change it
-afterwards:
+How much one request may use, and how long an answer may be, are set when a
+model is served. To change them afterwards, in place:

 ```
-llmgw ctl model context qwen-7b 32768             # tokens a request
-llmgw ctl model context qwen-7b 32768 --slots 4   # llama.cpp: four at once
+llmgw ctl model context qwen-7b 32768                     # tokens a request
+llmgw ctl model context qwen-7b 32768 --slots 4           # llama.cpp: four at once
+llmgw ctl model context qwen-7b 32768 --max-output 8192   # and the longest answer
+llmgw ctl model context qwen-7b --max-output 4096         # the longest answer alone
 ```

-The catalog, the engine's arguments (`--ctx-size` and `--parallel` for
-llama.cpp, `--max-model-len` for vLLM, `--context-length` for SGLang) and
-the memory its KV cache takes change together. A context longer than the
+The longest answer is the gateway's: a request asking for more `max_tokens`
+is refused, `/v1/models` lists it as `max_output_tokens` for clients to read,
+and the account page's chat asks for no more. Changed alone it is only
+the catalog's, in force at once, and no replica is started again. With a
+context it is set with it; left out, it grows and shrinks with the context
+as before, unless it was set to something else. It never exceeds the context.
+
+For a context, the catalog, the engine's arguments (`--ctx-size` and
+`--parallel` for llama.cpp, `--max-model-len` for vLLM, `--context-length` for
+SGLang, `--context` for Strata's setup, `--max-seq-len-override` for
+FreeToken) and the memory its KV cache takes change together. Strata and
+FreeToken size their caches to the card themselves, so their cards are not
+checked here. A context longer than the
 model was trained for is refused, and so is one its cards cannot hold — with
 the figures, so you know how far to go. Its replicas are then started again on
 it, one by one, a new one ready before the old one stops. The console has the
-same under a model's menu, Context length…. A model declared in the cluster's
+same under a model's menu, Context length…, with the longest answer beside
+it. The admin API is `POST /api/v1/models/{name}/context` with `tokens`,
+`slots` and `max_output`, any of them left out. A model declared in the cluster's
 settings is changed there (`llmgw ctl config edit`).

 ### Moving a served model to more cards
@@ -2002,12 +2150,31 @@ dashboard, is in [deploy/monitoring/](../deploy/monitoring/) — including where
 to run it, which is not the control plane: monitoring that dies with the thing
 it monitors tells you nothing at the moment you need it.

-Two figures repay knowing about. `llmgw_gpu_utilization_percent` is absent
+Three figures repay knowing about. `llmgw_gpu_utilization_percent` is absent
 rather than zero when the driver does not report it — a flat zero across a
 fleet means the measurement is missing, not that the fleet is idle. And
 `llmgw_gpu_nvlink_peers` at zero everywhere means the topology is unknown,
 which is what a binary built without the nvml tag reports.

+The third is what "busy" means. `llmgw_gpu_utilization_percent` is
+nvidia-smi's `utilization.gpu`: the share of time *any* kernel ran, however
+little of the chip it ran on — a kernel on one SM of 142 reads 100%. A Quadro
+RTX 6000 decoding read 92% busy while its SMs had work 69% of the time and
+issued an instruction on 18% of their cycles. How much of the chip is at work
+is in `llmgw_gpu_sm_active_percent`, `llmgw_gpu_sm_occupancy_percent`,
+`llmgw_gpu_tensor_active_percent` and `llmgw_gpu_dram_active_percent`, from
+the card's profiling counters. The agent reads them from NVML's GPM on
+Hopper and later, with nothing to install; on older cards it reads them from
+a [dcgm-exporter](https://github.com/NVIDIA/dcgm-exporter) on the node, at
+`http://127.0.0.1:9400/metrics` unless `discovery.dcgm_exporter` in
+agent.yaml says otherwise (`off` reads none). Where neither is there, the
+dashboard's GPU map and the console colour cards by their draw against the
+power limit (`llmgw_gpu_power_watts / llmgw_gpu_power_limit_watts`), which
+rises with how much of the chip works rather than with whether anything
+does. Low tensor-core activity in decode is not waste: a quantised
+matrix-vector product at batch one runs on the integer units, and it is
+prefill and batches that use the tensor cores.
+
 ### Token by token, and SLOs

 Beside time to the first token, every streamed answer is timed per token:
@@ -2715,9 +2882,16 @@ Caddy doing that for three control planes, and
  `server add` checks, and says what to add to the mirror's unit if it
  refuses the new control plane — which would otherwise find out the first
  time it leads and fetches a model.
- **Limits are per process.** Rate limits are counted in memory, and clients
-  reach the leader through the floating address, so a failover starts each
-  key's minute afresh.
+- **Standbys can answer clients too.** With `router.active_active: true`
+  (`llmgw ctl config set router.active_active true`) a standby answers `/v1`
+  itself, routing to the leader's replicas, instead of passing it on: more
+  machines carry the traffic. Point clients at every control plane — DNS,
+  or your own load balancer checking `/ready` — since the floating address
+  stays on the leader. Rate limits stay the cluster's: each router's counts
+  reach the others every two seconds, and a standby that becomes the leader
+  keeps the minute it was counting. Without the setting, rate limits are
+  counted in the leader's memory and a failover starts each key's minute
+  afresh.

 [deploy/ha/](../deploy/ha/) describes what each half does, for anyone putting
 their own load balancer in front.
@@ -3032,7 +3206,7 @@ loaded at boot by `llmgw-firewall.service`):
 | Machine | Ports, for the cluster only |
 | --- | --- |
 | control plane | 7443 (agents), metrics when not on loopback, 8081 (its mirror), engines and 9100 when it is a node, 2379/2380 when it holds the store's third etcd vote |
-| node | engine ports (`control.port_range`, 20000–20999), 9100 |
+| node | engine ports (`control.port_range`, 20000–20999), 9100; with a part in Slurm also 6817–6819 (slurmctld, slurmd, slurmdbd) and 60001–63000 (srun's `SrunPortRange`); exporting Slurm's shared files, 2049 (NFS) |
 | store member | 5432, 8008, 2379, 2380, 9100 |
 | mirror | 8081, 8082, 9100 |

@@ -192,22 +192,41 @@ auth:
 A personal key has no project, so it keeps no conversations or agent notes;
 those are kept per project.

-### Organization managers
+### Organization managers and admins

-A member of an organization can be made its manager:
+A member of an organization can be made its manager, who sees it, or its
+admin, who also changes it:

 ```
 llmgw users join boss@acme.com --org Acme --role manager
+llmgw users join lead@acme.com --org Acme --role admin
 ```

-or with the star on their organization membership on `/admin/users`. A manager
-gets an **Organization** link and a page at `/org`: usage over time by team,
+or with the role chosen on their organization membership on `/admin/users`.
+Both get an **Organization** link and a page at `/org`: usage over time by team,
 project or person, the teams and projects with their limits and spend, and every
 member. Only what was spent in that organization's projects is on it; what its
-people do elsewhere is not. The page is read-only — a manager is not an
-administrator of the cluster, and limits and memberships stay with those who
-are. An administrator following `/org` lands on the same organization's panel
-on the people page instead, where all of that can be changed.
+people do elsewhere is not.
+
+A manager's page is read-only. An organization's admin also changes the
+organization from it:
+
+- adds and renames its teams and projects, and removes an empty one;
+- adds a person by their sign-in address to the organization, a team or a
+  project, and takes them out (their keys there are revoked with it);
+- makes a member of the organization a manager or an admin, or neither;
+- revokes a key spent in its projects.
+
+What reaches past the organization stays with the cluster's administrators:
+its limits and budgets, approving or suspending an account (someone not yet
+approved cannot be added), the organization's own name, and anything else on
+the cluster. An admin cannot take away their own role. A group from single
+sign-on or Active Directory that puts someone in the organization does not, by
+saying so again at the next sign-in, take a manager's or admin's role away.
+
+An administrator of the cluster following `/org` lands on the same
+organization's panel on the people page instead, where all of that can be
+changed.

 `llmgw keys init` still works for provisioning scripts and is idempotent, but it
 will no longer move a team or project that already exists under another parent;
@@ -517,8 +536,10 @@ included: `llmgw ctl audit`, or **Audit** in the console.
  suspends accounts from it; see [install.md](install.md#single-sign-on).
  Without them accounts are local, with local passwords.
 - **Staff roles are coarse.** `viewer`, `operator`, `billing` and `admin`
-  (`llmgw users role`) decide what someone may see and do under /admin; an
-  organization's manager can view it but not change it. Every change is in
-  the audit log (`llmgw ctl audit`).
+  (`llmgw users role`) decide what someone may see and do under /admin, and a
+  page draws only the forms that person may send: a viewer sees no forms. An
+  organization's manager can view it; its admin also changes its teams,
+  projects, people and keys. Every change is in the audit log (`llmgw ctl
+  audit`).
 - **Rate limits are per gateway instance.** With two instances each counts its own,
  so the effective limit doubles. v1 is single-instance by design.
@@ -126,6 +126,7 @@ rather than repeated.
 | `name` | `string` | [Federation](#federation) |
 | `interval` | `time.Duration` | [Federation](#federation) |
 | `enabled` | `bool` | [FirewallSettings](#firewallsettings) |
+| `binary` | `string` | [FreeTokenConfig](#freetokenconfig) |
 | `min_compute_capability` | `float64` | [GPUNeed](#gpuneed) |
 | `min_memory_gb` | `int` | [GPUNeed](#gpuneed) |
 | `format` | `string` | [GuardModel](#guardmodel) |
@@ -234,6 +235,7 @@ rather than repeated.
 | `ib_root` | `string` | [Options](#options) |
 | `prefer_nvml` | `bool` | [Options](#options) |
 | `skip_gpus` | `bool` | [Options](#options) |
+| `dcgm_exporter` | `string` | [Options](#options) |
 | `repo` | `string` | [Origin](#origin) |
 | `revision` | `string` | [Origin](#origin) |
 | `files` | `[]OriginFile` | [Origin](#origin) |
@@ -293,6 +295,7 @@ rather than repeated.
 | `keep_within` | `string` | [Profile](#profile) |
 | `weight` | `float64` | [Profile](#profile) |
 | `priority` | `int` | [Profile](#profile) |
+| `replicas` | `int` | [Profile](#profile) |
 | `startup_timeout` | `time.Duration` | [Profile](#profile) |
 | `kv_events` | `bool` | [Profile](#profile) |
 | `gpu` | `*GPUNeed` | [Profile](#profile) |
@@ -318,6 +321,7 @@ rather than repeated.
 | `batch` | `Batch` | [Router](#router) |
 | `cache` | `Cache` | [Router](#router) |
 | `trusted_proxies` | `[]string` | [Router](#router) |
+| `active_active` | `bool` | [Router](#router) |
 | `timeouts` | `Timeouts` | [Router](#router) |
 | `scoring` | `Scoring` | [Router](#router) |
 | `admission` | `Admission` | [Router](#router) |
@@ -372,6 +376,7 @@ rather than repeated.
 | `mail` | `mail.Config` | [Server](#server) |
 | `serving` | `ServingSettings` | [Server](#server) |
 | `firewall` | `FirewallSettings` | [Server](#server) |
+| `slurm` | `SlurmSettings` | [Server](#server) |
 | `presets` | `PresetSettings` | [Server](#server) |
 | `on_demand` | `OnDemandSettings` | [Server](#server) |
 | `agents` | `AgentSettings` | [Server](#server) |
@@ -396,7 +401,20 @@ rather than repeated.
 | `action` | `string` | [Service](#service) |
 | `timeout` | `time.Duration` | [Service](#service) |
 | `stopped` | `bool` | [ServingSettings](#servingsettings) |
+| `path` | `string` | [SharedStorage](#sharedstorage) |
+| `nfs` | `string` | [SharedStorage](#sharedstorage) |
+| `server` | `string` | [SharedStorage](#sharedstorage) |
 | `bin` | `string` | [SimConfig](#simconfig) |
+| `enabled` | `bool` | [SlurmSettings](#slurmsettings) |
+| `cluster_name` | `string` | [SlurmSettings](#slurmsettings) |
+| `controller` | `string` | [SlurmSettings](#slurmsettings) |
+| `nodes` | `[]string` | [SlurmSettings](#slurmsettings) |
+| `all_nodes` | `bool` | [SlurmSettings](#slurmsettings) |
+| `lent` | `[]string` | [SlurmSettings](#slurmsettings) |
+| `partition` | `string` | [SlurmSettings](#slurmsettings) |
+| `shared` | `SharedStorage` | [SlurmSettings](#slurmsettings) |
+| `users` | `string` | [SlurmSettings](#slurmsettings) |
+| `containers` | `bool` | [SlurmSettings](#slurmsettings) |
 | `dir` | `string` | [StrataConfig](#strataconfig) |
 | `python` | `string` | [StrataConfig](#strataconfig) |
 | `engine` | `string` | [StrataConfig](#strataconfig) |
@@ -481,6 +499,7 @@ rather than repeated.
 | `sim` | `SimConfig` | [engines.Config](#enginesconfig) |
 | `comfyui` | `ComfyUIConfig` | [engines.Config](#enginesconfig) |
 | `strata` | `StrataConfig` | [engines.Config](#enginesconfig) |
+| `freetoken` | `FreeTokenConfig` | [engines.Config](#enginesconfig) |
 | `enabled` | `*bool` | [guard.Config](#guardconfig) |
 | `default` | `[]string` | [guard.Config](#guardconfig) |
 | `policies` | `map[string]Policy` | [guard.Config](#guardconfig) |
@@ -1316,6 +1335,16 @@ site whose own firewall does that job; the rules are kept, and true
 puts them back. Changed in the cluster's settings, it is in force on
 every node and control plane within seconds.

+## FreeTokenConfig
+
+### `binary`
+
+`string`
+
+Binary is its ft command, in the environment it was installed into.
+The agent installs one itself on a node whose GPUs it runs on; this
+is for one installed by hand.
+
 ## GPUNeed

 ### `min_compute_capability`
@@ -2182,6 +2211,15 @@ is used, is the more exact source of the peers.
 SkipGPUs omits GPU discovery. A node without nvidia-smi is already
 found to have none, so this is for one whose driver is broken.

+### `dcgm_exporter`
+
+`string`
+
+DCGMExporter is the dcgm-exporter metrics URL read for how much of
+each card's chip is in use, on cards NVML's GPM does not cover (before
+Hopper). Empty is http://127.0.0.1:9400/metrics; "off" reads none. A
+node without one costs a refused connection every five minutes.
+
 ## Origin

 ### `repo`
@@ -2588,6 +2626,16 @@ rather than a guess (plan §6.2.1).

 Priority orders profiles during placement; highest that fits wins.

+### `replicas`
+
+`int`
+
+Replicas, set on any of a model's profiles, is how many of its
+replicas run on this one: seven on cards and four on CPUs, all
+answering under the model's name, rather than each replica on the
+best profile that fits. The model's scaling is then the sum, min and
+max alike; a profile left at zero runs none.
+
 ### `startup_timeout`

 `time.Duration`
@@ -2788,6 +2836,22 @@ as addresses or CIDR prefixes. Their X-Forwarded-For, -Proto and -Host
 are believed; anyone else's are not, since they decide the address
 written into the setup scripts and whose attempts are counted where.

+### `active_active`
+
+`bool`
+
+ActiveActive has standby control planes answer the client API
+themselves, routing to the leader's replicas, rather than passing
+every request to the leader. More machines carry the traffic, which
+is the point. Rate limits are the cluster's: each router's counts
+reach the others through the leader every two seconds, so a key
+spread over N control planes may pass its limit by what they allow
+in those two seconds. A budget is checked against the store every
+half minute; cached answers and prefix affinity are split between
+the routers. Off by
+default. Which machine a client reaches is the load balancer's or
+DNS's to say; the floating address stays on the leader.
+
 ### `timeouts`

 `Timeouts`
@@ -3229,6 +3293,15 @@ Firewall turns llmgw's firewall on every machine on or off.

 Takes a [FirewallSettings](#firewallsettings) block.

+### `slurm`
+
+`SlurmSettings`
+
+Slurm is a Slurm cluster run beside llmgw on some of its nodes, and
+which of them it may use now.
+
+Takes a [SlurmSettings](#slurmsettings) block.
+
 ### `presets`

 `PresetSettings`
@@ -3421,6 +3494,30 @@ running and every model's definition as it is: llmgw stop sets it,
 llmgw start clears it, and the models come back as their catalog
 entries ask. In force on every control plane within seconds.

+## SharedStorage
+
+### `path`
+
+`string`
+
+Path is where every machine sees it, as /shared.
+
+### `nfs`
+
+`string`
+
+NFS is the site's export, host:/path, mounted at Path on every
+machine of the Slurm cluster.
+
+### `server`
+
+`string`
+
+Server is the llmgw node, the controller or one of the nodes, that
+exports Path over NFS to the others: for a site with no storage of
+its own. One machine: not highly available, and no faster than its
+disk and network.
+
 ## SimConfig

 ### `bin`
@@ -3430,6 +3527,88 @@ entries ask. In force on every control plane within seconds.
 Bin is the llmgw binary itself; the engine is one of its subcommands.
 Empty means whatever started this agent, which is right almost always.

+## SlurmSettings
+
+### `enabled`
+
+`bool`
+
+Enabled runs Slurm on the nodes below. False stops llmgw keeping it;
+what was installed is left installed, and every node is llmgw's.
+
+### `cluster_name`
+
+`string`
+
+ClusterName is Slurm's ClusterName. Empty is "llmgw".
+
+### `controller`
+
+`string`
+
+Controller is the llmgw node whose agent runs slurmctld. It needs no
+GPU, and need not be one of Nodes.
+
+### `nodes`
+
+`[]string`
+
+Nodes are the llmgw nodes that run slurmd. Each stays llmgw's, drained
+in Slurm, until it is also in Lent.
+
+### `all_nodes`
+
+`bool`
+
+AllNodes runs slurmd on every llmgw node, those that join later too,
+besides any named in Nodes. Each is llmgw's until it is lent, as any.
+
+### `lent`
+
+`[]string`
+
+Lent are the nodes of Nodes Slurm may run jobs on now. A node put here
+is drained of llmgw's replicas first, as `ctl drain` does, and resumed
+in Slurm once none is left; a node taken out is drained in Slurm and
+given back to llmgw when its last job ends.
+
+### `partition`
+
+`string`
+
+Partition is the one partition every node is in. Empty is "gpu".
+
+### `shared`
+
+`SharedStorage`
+
+Shared is the file system every machine of the Slurm cluster sees at
+the same path: home directories, datasets, the jobs' output and
+checkpoints. Empty path: none, and a batch job's output stays on the
+node it ran on.
+
+Takes a [SharedStorage](#sharedstorage) block.
+
+### `users`
+
+`string`
+
+Users is who keeps the Linux users that run jobs, the same on every
+machine of the Slurm cluster: "llmgw" makes one for each active llmgw
+account (its login from the e-mail address, a UID of llmgw's from
+200000 up, its SSH keys from the portal), let in to the controller,
+and to a node only while a job of theirs runs there (pam_slurm_adopt);
+empty leaves users to the site (a directory through sssd, or by hand).
+
+### `containers`
+
+`bool`
+
+Containers lets jobs run in containers: `srun --container-image
+nvcr.io#nvidia/pytorch:25.01-py3` (pyxis, with enroot under it),
+the GPUs and the shared path inside. The agents install both on
+every Slurm machine; jobs take it once every machine has them.
+
 ## StrataConfig

 ### `dir`
@@ -4032,6 +4211,16 @@ offered by a node whose Strata is named here, or that installed it.

 Takes a [StrataConfig](#strataconfig) block.

+### `freetoken`
+
+`FreeTokenConfig`
+
+FreeToken serves mixture-of-experts models larger than a card from
+RAM and one card of 8.0 or newer; installed by the agent where the
+cards allow it, or named here.
+
+Takes a [FreeTokenConfig](#freetokenconfig) block.
+
 ## guard.Config

 ### `enabled`
@@ -78,10 +78,41 @@ func (a *Accountant) RestoreBudgets(ctx context.Context, s store.Store, period s
 	if start.IsZero() {
 		return nil
 	}
-	rows, err := s.SpendSinceByScope(ctx, start)
+	spend, keys, err := storedSpend(ctx, s, start)
 	if err != nil {
 		return fmt.Errorf("restoring budgets: %w", err)
 	}
+	a.budgets.Restore(period, spend)
+	a.log.Info("restored budgets from the store",
+		"keys", keys, "counters", len(spend), "since", start)
+	return nil
+}
+
+// CatchUpBudgets raises each counter to what the store has recorded, where
+// that is more. Run every so often by a router that is one of several taking
+// requests: the others' spend reaches it only through the store. Never
+// lowers a counter, which leads the store by whatever this process has not
+// written yet.
+func (a *Accountant) CatchUpBudgets(ctx context.Context, s store.Store, period store.Period) error {
+	start := PeriodStart(period, time.Now())
+	if start.IsZero() {
+		return nil
+	}
+	spend, _, err := storedSpend(ctx, s, start)
+	if err != nil {
+		return fmt.Errorf("reading budgets: %w", err)
+	}
+	a.budgets.Raise(period, spend)
+	return nil
+}
+
+// storedSpend is the spend since start the store has recorded, by counter,
+// and how many keys it came from.
+func storedSpend(ctx context.Context, s store.Store, start time.Time) (map[string]int64, int, error) {
+	rows, err := s.SpendSinceByScope(ctx, start)
+	if err != nil {
+		return nil, 0, err
+	}
 	// Every scope a key sits under, not just the key. A budget owned by a team
 	// is one counter fed by every key beneath it, and restoring only per-key
 	// totals would bring the control plane back up believing the team had spent
@@ -113,10 +144,7 @@ func (a *Accountant) RestoreBudgets(ctx context.Context, s store.Store, period s
 			}
 		}
 	}
-	a.budgets.Restore(period, spend)
-	a.log.Info("restored budgets from the store",
-		"keys", len(rows), "counters", len(spend), "since", start)
-	return nil
+	return spend, len(rows), nil
 }

 // Reservation is what Check returns: the estimate it charged, so Record can
@@ -216,6 +216,22 @@ func TestBudgetSurvivesARestart(t *testing.T) {
 	}
 }

+func TestCatchingUpRaisesButNeverLowers(t *testing.T) {
+	// Another router's spend arrives through the store; this one's own, not
+	// written yet, must not be wiped by a store that is behind.
+	b := NewBudgets()
+	b.Add("mine", store.PeriodMonth, 900)
+	b.Add("shared", store.PeriodMonth, 100)
+
+	b.Raise(store.PeriodMonth, map[string]int64{"mine": 400, "shared": 700, "theirs": 50})
+
+	for key, want := range map[string]int64{"mine": 900, "shared": 700, "theirs": 50} {
+		if got := b.Spent(key, store.PeriodMonth); got != want {
+			t.Errorf("%s: spent %d, want %d", key, got, want)
+		}
+	}
+}
+
 func TestBudgetsResetAtThePeriodBoundary(t *testing.T) {
 	b := NewBudgets()
 	now := time.Date(2026, 1, 31, 23, 59, 0, 0, time.UTC)
@@ -61,6 +61,19 @@ func (b *Budgets) Restore(period store.Period, spend map[string]int64) {
 	}
 }

+// Raise lifts counters to the spend given, where it is more.
+func (b *Budgets) Raise(period store.Period, spend map[string]int64) {
+	start := PeriodStart(period, b.now())
+	b.mu.Lock()
+	defer b.mu.Unlock()
+	for key, micros := range spend {
+		if c := b.currentLocked(key, start); micros > c.micros {
+			c.micros = micros
+			b.spend[key] = c
+		}
+	}
+}
+
 // Spent returns a key's spend in the current period, resetting it if the period
 // has rolled over.
 func (b *Budgets) Spent(keyID string, period store.Period) int64 {
@@ -25,7 +25,11 @@ type Limiter struct {
 type window struct {
 	// current and previous are counts in this minute and the one before.
 	current, previous int64
-	start             time.Time
+	// othersCurrent and othersPrevious are the same counts on the other
+	// control planes taking requests, as last heard: what makes a limit the
+	// cluster's rather than each process's.
+	othersCurrent, othersPrevious int64
+	start                         time.Time
 }

 // NewLimiter builds an empty limiter.
@@ -104,21 +108,24 @@ func (w *window) roll(now time.Time) {
 		return
 	case start.Sub(w.start) == windowLen:
 		w.previous, w.current = w.current, 0
+		w.othersPrevious, w.othersCurrent = w.othersCurrent, 0
 	default:
 		// More than one window has passed with no traffic.
 		w.previous, w.current = 0, 0
+		w.othersPrevious, w.othersCurrent = 0, 0
 	}
 	w.start = start
 }

 // rate weights the previous window by how much of it is still in view.
 func (w *window) rate(now time.Time) float64 {
+	cur, prev := w.current+w.othersCurrent, w.previous+w.othersPrevious
 	elapsed := now.Sub(w.start)
 	if elapsed >= windowLen {
-		return float64(w.current)
+		return float64(cur)
 	}
 	remaining := 1 - float64(elapsed)/float64(windowLen)
-	return float64(w.previous)*remaining + float64(w.current)
+	return float64(prev)*remaining + float64(cur)
 }

 // Forget drops a key's window. Used when a key is revoked; keeping it would
@@ -0,0 +1,110 @@
+package accounting
+
+import "time"
+
+// Counts are one limiter's counts by counter: this minute's and the one
+// before, as absolute figures, so reporting them twice changes nothing.
+type Counts struct {
+	Minute   time.Time        `json:"minute"`
+	Current  map[string]int64 `json:"current,omitempty"`
+	Previous map[string]int64 `json:"previous,omitempty"`
+}
+
+// Add sums other into c, aligned to c's minute: counts of a minute that is
+// c's previous one land there, older ones are dropped. Clocks a second apart
+// at a minute's turn are why.
+func (c *Counts) Add(other Counts) {
+	switch {
+	case other.Minute.Equal(c.Minute):
+		c.Current = addInto(c.Current, other.Current)
+		c.Previous = addInto(c.Previous, other.Previous)
+	case other.Minute.Add(windowLen).Equal(c.Minute):
+		c.Previous = addInto(c.Previous, other.Current)
+	}
+}
+
+func addInto(dst, src map[string]int64) map[string]int64 {
+	if len(src) == 0 {
+		return dst
+	}
+	if dst == nil {
+		dst = make(map[string]int64, len(src))
+	}
+	for k, v := range src {
+		dst[k] += v
+	}
+	return dst
+}
+
+// Counts reads this limiter's own counts, without the others'.
+func (l *Limiter) Counts() Counts {
+	now := l.now()
+	out := Counts{Minute: now.Truncate(windowLen), Current: map[string]int64{}, Previous: map[string]int64{}}
+	l.mu.Lock()
+	defer l.mu.Unlock()
+	for k, w := range l.keys {
+		w.roll(now)
+		if w.current > 0 {
+			out.Current[k] = w.current
+		}
+		if w.previous > 0 {
+			out.Previous[k] = w.previous
+		}
+	}
+	return out
+}
+
+// SetOthers replaces what the other control planes have counted. A counter
+// they did not mention has nothing from them.
+func (l *Limiter) SetOthers(c Counts) {
+	now := l.now()
+	aligned := Counts{Minute: now.Truncate(windowLen)}
+	aligned.Add(c)
+	l.mu.Lock()
+	defer l.mu.Unlock()
+	for k, w := range l.keys {
+		w.roll(now)
+		w.othersCurrent, w.othersPrevious = aligned.Current[k], aligned.Previous[k]
+		delete(aligned.Current, k)
+		delete(aligned.Previous, k)
+	}
+	// Counters only others have used yet: a key spread over the cluster is
+	// limited here from its first request.
+	for k := range aligned.Current {
+		w := l.windowLocked(k, now)
+		w.othersCurrent, w.othersPrevious = aligned.Current[k], aligned.Previous[k]
+		delete(aligned.Previous, k)
+	}
+	for k, v := range aligned.Previous {
+		l.windowLocked(k, now).othersPrevious = v
+	}
+}
+
+// Rates are an accountant's two limiters' counts.
+type Rates struct {
+	Requests Counts `json:"requests"`
+	Tokens   Counts `json:"tokens"`
+}
+
+// Add sums other into r.
+func (r *Rates) Add(other Rates) {
+	r.Requests.Add(other.Requests)
+	r.Tokens.Add(other.Tokens)
+}
+
+// NewRates is an empty sum for the minute now is in.
+func NewRates(now time.Time) Rates {
+	m := now.Truncate(windowLen)
+	return Rates{Requests: Counts{Minute: m}, Tokens: Counts{Minute: m}}
+}
+
+// Rates reads this process's own request and token counts.
+func (a *Accountant) Rates() Rates {
+	return Rates{Requests: a.requests.Counts(), Tokens: a.tokens.Counts()}
+}
+
+// SetOtherRates puts the other control planes' counts in force here.
+func (a *Accountant) SetOtherRates(r Rates) {
+	a.requests.SetOthers(r.Requests)
+	a.tokens.SetOthers(r.Tokens)
+}
@@ -0,0 +1,71 @@
+package accounting
+
+import (
+	"testing"
+	"time"
+)
+
+// Two control planes each allowing a key six of its ten a minute: once each
+// has heard the other's count, neither allows another.
+func TestALimitIsTheClustersOnceTheCountsAreShared(t *testing.T) {
+	now := time.Date(2026, 11, 1, 12, 0, 10, 0, time.UTC)
+	a, b := NewLimiter(), NewLimiter()
+	a.now, b.now = func() time.Time { return now }, func() time.Time { return now }
+	for range 6 {
+		if !a.Allow("k", 10, 1) || !b.Allow("k", 10, 1) {
+			t.Fatal("refused within the limit")
+		}
+	}
+	a.SetOthers(b.Counts())
+	b.SetOthers(a.Counts())
+	if a.Allow("k", 10, 1) || b.Allow("k", 10, 1) {
+		t.Error("twelve of ten allowed once both knew")
+	}
+	// Reporting the same counts again changes nothing: they are absolute.
+	a.SetOthers(b.Counts())
+	if got := a.Rate("k"); got != 12 {
+		t.Errorf("rate %v after the same counts twice", got)
+	}
+	// What the others counted is never charged back to them.
+	if c := a.Counts(); c.Current["k"] != 6 {
+		t.Errorf("own count %d", c.Current["k"])
+	}
+}
+
+// A key only the others have used is limited here from its first request,
+// and their counts move into the previous minute with the clock.
+func TestOthersCountsFollowTheMinute(t *testing.T) {
+	now := time.Date(2026, 11, 1, 12, 0, 50, 0, time.UTC)
+	a, b := NewLimiter(), NewLimiter()
+	a.now, b.now = func() time.Time { return now }, func() time.Time { return now }
+	for range 10 {
+		b.Allow("k", 10, 1)
+	}
+	a.SetOthers(b.Counts())
+	if a.Allow("k", 10, 1) {
+		t.Error("a key the cluster has used up was allowed where it had not been seen")
+	}
+	now = now.Add(20 * time.Second) // 12:01:10, a sixth into the next minute
+	if got := a.Rate("k"); got < 8 || got > 8.5 {
+		t.Errorf("rate %v: the others' last minute should weigh five sixths", got)
+	}
+	// Counts of a minute ago, sent late, land in the previous minute.
+	old := b.Counts()
+	old.Minute = now.Truncate(time.Minute).Add(-time.Minute)
+	old.Current, old.Previous = map[string]int64{"k": 3}, nil
+	a.SetOthers(old)
+	if got := a.Rate("k"); got < 2 || got > 3 {
+		t.Errorf("rate %v from late counts", got)
+	}
+}
+
+func TestRatesAddAlignsMinutes(t *testing.T) {
+	m := time.Date(2026, 11, 1, 12, 1, 0, 0, time.UTC)
+	sum := NewRates(m)
+	sum.Add(Rates{Requests: Counts{Minute: m, Current: map[string]int64{"k": 2}, Previous: map[string]int64{"k": 1}}})
+	sum.Add(Rates{Requests: Counts{Minute: m.Add(-time.Minute), Current: map[string]int64{"k": 5}}})
+	sum.Add(Rates{Requests: Counts{Minute: m.Add(-2 * time.Minute), Current: map[string]int64{"k": 100}}})
+	if sum.Requests.Current["k"] != 2 || sum.Requests.Previous["k"] != 6 {
+		t.Errorf("sum %+v", sum.Requests)
+	}
+}
@@ -35,6 +35,7 @@ import (
 	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/discovery"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/engines"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/provision"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/slurmnode"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/supervisor"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/train"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/weights"
@@ -97,7 +98,10 @@ type Agent struct {
 	// (nil: this machine's shell).
 	fwMu     sync.Mutex
 	fwRunner firewall.Runner
-	inv      discovery.Inventory
+	// fwLast is the last firewall message, applied again when the node
+	// is given a part in Slurm. Under fwMu.
+	fwLast *llmgwv1.Firewall
+	inv    discovery.Inventory
 	// shardReplica remembers which replica a shard belongs to, so a status
 	// report can name both. The control plane keys on the replica.
 	shardReplica map[string]string
@@ -148,6 +152,10 @@ type Agent struct {

 	// trainer runs LoRA training jobs, one at a time (BACKLOG F4).
 	trainer *train.Runner
+	// slurm keeps the node's part in Slurm (BACKLOG P); slurmOut is where
+	// its status goes, under mu.
+	slurm    *slurmnode.Keeper
+	slurmOut chan<- *llmgwv1.AgentMessage
 }

 // connectHTTPClient is the HTTP client connect uses; an interface so tests can
@@ -187,7 +195,7 @@ func New(cfg Config, httpClient connectHTTPClient, log *slog.Logger) (*Agent, er
 		logRing:      ring,
 		provKick:     make(chan struct{}, 1),
 		load:         discovery.NewLoadSampler(),
-		sensors:      discovery.NewSensorSampler(),
+		sensors:      discovery.NewSensorSampler().WithProfile(discovery.NewProfSampler(cfg.Discovery.DCGMExporter)),
 		wear:         discovery.NewHealthSampler(),
 		serverList:   loadControlPlanes(cfg.Servers, cfg.TLS.Enabled()),
 		kv:           kvevents.NewMirror(),
@@ -206,6 +214,7 @@ func New(cfg Config, httpClient connectHTTPClient, log *slog.Logger) (*Agent, er
 	}
 	a.trainer = train.New(train.Env{EnginesDir: enginesDir, WorkDir: filepath.Join(cfg.Superv.WorkDir, "trainer"),
 		RunAs: runAs, Log: log})
+	a.slurm = slurmnode.New(slurmnode.Local{}, a.prov, slurmMarker, log)
 	return a, nil
 }

@@ -232,6 +241,7 @@ func (a *Agent) Run(ctx context.Context) error {
 	}
 	go a.provisionLoop(ctx)
 	go a.ensureDiags(ctx)
+	go a.slurm.Run(ctx, a.sendSlurm)

 	attempt := 0
 	next := 0
@@ -519,7 +529,8 @@ func (a *Agent) scan(ctx context.Context) error {
 	inv, err := discovery.Discover(ctx, opts, a.log)
 	host := discovery.DiscoverHost()
 	host.MinComputeCapability = discovery.MinComputeCapability(inv.GPUs)
-	host.MemBandwidthGBs = a.memBandwidth()
+	bw := a.memBandwidth()
+	host.MemBandwidthGBs, host.MemBandwidthCoreGBs = bw.All, bw.Core
 	a.mu.Lock()
 	a.inv = inv
 	a.prov.Host = host
@@ -529,6 +540,18 @@ func (a *Agent) scan(ctx context.Context) error {
 	return err
 }

+// forgetSent is a new stream: a control plane that knows nothing of where
+// installs stand, nor which files are here beyond what registration says —
+// and registration says what the startup scan found. So the next heartbeat
+// tells it both again. Without it, files deleted after the agent started came
+// back on a control plane that restarted, and stayed until the next change.
+func (a *Agent) forgetSent() {
+	a.mu.Lock()
+	defer a.mu.Unlock()
+	a.provSent = ""
+	a.lastWeights = ""
+}
+
 // session runs one connection until it breaks.
 func (a *Agent) session(ctx context.Context, server string) error {
 	client := llmgwv1connect.NewAgentServiceClient(a.http, server)
@@ -565,20 +588,19 @@ func (a *Agent) session(ctx context.Context, server string) error {
 	reg.EngineVersions = a.engines(parent)
 	reg.EnginesProbed = true
 	reg.InstallableEngines = slices.DeleteFunc(provision.Installable(), a.disabled)
-	reg.Features = []string{FeatureFabricTest}
+	reg.Features = []string{FeatureFabricTest, FeatureSlurm}
 	reg.RunningShards = a.runningShards()
 	a.mu.Lock()
 	h := a.prov.Host
-	// A new stream is a control plane that knows nothing of where installs
-	// stand, so the next heartbeat tells it again.
-	a.provSent = ""
 	a.mu.Unlock()
+	a.forgetSent()
 	reg.Host = &llmgwv1.Host{
 		OsId: h.OSID, OsVersion: h.OSVersion, OsCodename: h.OSCodename,
 		Arch: h.Arch, CpuFlags: h.CPUFlags, NvidiaDriver: h.NVIDIADriver,
 		// What is measured by now, not what the startup scan found before
 		// the measurement ended: a reconnect would otherwise say 0.
-		MemBandwidthGbs: a.memBandwidth(),
+		MemBandwidthGbs:     a.memBandwidth().All,
+		MemBandwidthCoreGbs: a.memBandwidth().Core,
 	}

 	if err := stream.Send(&llmgwv1.AgentMessage{
@@ -616,6 +638,8 @@ func (a *Agent) session(ctx context.Context, server string) error {
 	go a.watchExits(ctx, out, unready(reg.RunningShards))
 	go a.forwardKV(ctx, out)
 	go a.reportCompute(ctx, out)
+	a.setSlurmOut(out)
+	defer a.setSlurmOut(nil)

 	for {
 		msg, err := stream.Receive()
@@ -676,7 +700,8 @@ func (a *Agent) heartbeat() *llmgwv1.AgentMessage {
 	// without anybody restarting anything.
 	hb.MemoryTotalMb = int64(discovery.MemoryTotalMB())
 	hb.CpuCount = int32(runtime.NumCPU())
-	hb.MemBandwidthGbs = a.memBandwidth()
+	bw := a.memBandwidth()
+	hb.MemBandwidthGbs, hb.MemBandwidthCoreGbs = bw.All, bw.Core

 	a.reprobeEngines()
 	a.mu.Lock()
@@ -798,6 +823,11 @@ func (a *Agent) sampleLoad() *llmgwv1.NodeLoad {
 				MemoryUsedMb: g.MemoryUsedMB, MemoryTotalMb: g.MemoryTotalMB,
 				SmClockMhz: g.SMClockMHz, EccUncorrected: g.ECCUncorrected,
 			}
+			if p := g.Profile; p != nil {
+				gs.HasProfile, gs.ProfileSource = true, p.Source
+				gs.SmActivePercent, gs.SmOccupancyPercent = p.SMActive, p.SMOccupancy
+				gs.TensorActivePercent, gs.DramActivePercent = p.TensorActive, p.DRAMActive
+			}
 			if w, ok := wear[g.Index]; ok {
 				gs.HasWear = true
 				gs.PcieReplays, gs.RetiredPagesSbe, gs.RetiredPagesDbe, gs.RetirementPending =
@@ -876,7 +906,23 @@ func (a *Agent) removeWeights(paths []string) {
 			a.log.Warn("refused to remove a file llmgw did not fetch", "path", p)
 			continue
 		}
-		if err := os.Remove(abs); err != nil && !os.IsNotExist(err) {
+		// A set — every file of one version, fetched into a directory of its
+		// own — goes whole: os.Remove refused it as not empty, and nothing
+		// was freed of what a model of several files left. Lstat, so a link
+		// is taken away and never what it points at.
+		info, err := os.Lstat(abs)
+		switch {
+		case os.IsNotExist(err):
+			continue
+		case err != nil:
+			a.log.Warn("could not look at cached weights", "path", p, "err", err)
+			continue
+		case info.IsDir():
+			err = os.RemoveAll(abs)
+		default:
+			err = os.Remove(abs)
+		}
+		if err != nil {
 			a.log.Warn("could not remove cached weights", "path", p, "err", err)
 			continue
 		}
@@ -917,6 +963,8 @@ func (a *Agent) handle(ctx context.Context, msg *llmgwv1.ControlMessage, out cha
 		go a.applySettings(m.AgentSettings)
 	case *llmgwv1.ControlMessage_TrainStart:
 		go a.trainJob(ctx, m.TrainStart, out)
+	case *llmgwv1.ControlMessage_Slurm:
+		a.slurmMessage(m.Slurm)
 	case *llmgwv1.ControlMessage_TrainCancel:
 		a.trainer.Cancel(m.TrainCancel.GetJobId())
 	case *llmgwv1.ControlMessage_RestartAgent:
@@ -1132,7 +1180,7 @@ func (a *Agent) startShard(ctx context.Context, m *llmgwv1.StartShard, out chan<
 		send(&llmgwv1.ShardStatus{
 			State: agentsvc.StateToWire(supervisor.Starting),
 			Fetch: &llmgwv1.FetchProgress{
-				Source: p.Source, BytesDone: p.BytesDone, BytesTotal: p.BytesTotal,
+				Source: p.Source, BytesDone: p.BytesDone, BytesTotal: p.BytesTotal, Phase: p.Phase,
 			},
 		})
 	})
@@ -1155,7 +1203,8 @@ func (a *Agent) startShard(ctx context.Context, m *llmgwv1.StartShard, out chan<
 		for i, m := range ms {
 			stop := a.watchFetch(m["source"], func(p weights.Progress) {
 				send(&llmgwv1.ShardStatus{State: agentsvc.StateToWire(supervisor.Starting),
-					Fetch: &llmgwv1.FetchProgress{Source: p.Source, BytesDone: p.BytesDone, BytesTotal: p.BytesTotal}})
+					Fetch: &llmgwv1.FetchProgress{Source: p.Source, BytesDone: p.BytesDone, BytesTotal: p.BytesTotal,
+						Phase: p.Phase}})
 			})
 			path, err := a.weights().Ensure(ctx, m["source"], m["allow_pickle"] == "true")
 			stop()
@@ -1567,20 +1616,32 @@ func (a *Agent) reportCompute(ctx context.Context, out chan<- *llmgwv1.AgentMess
 // VMs on one host that all restart together measure each other, and read a
 // third less than any of them gets alone. Once a process rather than an
 // agent, so tests running many agents in one read it once.
-func (a *Agent) memBandwidth() float64 {
+func (a *Agent) memBandwidth() discovery.Bandwidth {
 	bwOnce.Do(func() {
 		go func() {
 			time.Sleep(bandwidthDelay())
 			for {
-				if bw := measureBandwidth(); bw > math.Float64frombits(bwBits.Load()) {
-					bwBits.Store(math.Float64bits(bw))
-					a.log.Info("this node's memory", "read_gbs", math.Round(bw*10)/10)
+				// The best of each seen so far: an hourly pass on a node
+				// busy serving reads less, and that is not the memory.
+				bw := measureBandwidth()
+				cur := a.memBandwidthNow()
+				if bw.All > cur.All || bw.Core > cur.Core {
+					bwBits.Store(math.Float64bits(max(bw.All, cur.All)))
+					coreBits.Store(math.Float64bits(max(bw.Core, cur.Core)))
+					a.log.Info("this node's memory", "read_gbs", math.Round(bw.All*10)/10,
+						"one_core_gbs", math.Round(bw.Core*10)/10)
 				}
 				time.Sleep(time.Hour)
 			}
 		}()
 	})
-	return math.Float64frombits(bwBits.Load())
+	return a.memBandwidthNow()
+}
+
+// memBandwidthNow is what has been measured so far, without starting a
+// measurement.
+func (a *Agent) memBandwidthNow() discovery.Bandwidth {
+	return discovery.Bandwidth{All: math.Float64frombits(bwBits.Load()), Core: math.Float64frombits(coreBits.Load())}
 }

 // bandwidthDelay is how long an agent waits before measuring, so agents
@@ -1588,8 +1649,9 @@ func (a *Agent) memBandwidth() float64 {
 var bandwidthDelay = func() time.Duration { return 10*time.Second + rand.N(110*time.Second) }

 var (
-	bwOnce sync.Once
-	bwBits atomic.Uint64
+	bwOnce   sync.Once
+	bwBits   atomic.Uint64
+	coreBits atomic.Uint64
 	// measureBandwidth is replaced in tests, which have no use for it.
 	measureBandwidth = discovery.MeasureMemoryBandwidth
 )
@@ -68,7 +68,7 @@ func (r *statusRecorder) OnShardCompute(replicaID, shardID string, c reconciler.
 	r.computes = append(r.computes, c)
 }

-func (r *statusRecorder) OnFetchProgress(replicaID, shardID, source string, done, total int64) {
+func (r *statusRecorder) OnFetchProgress(replicaID, shardID, source, phase string, done, total int64) {
 	r.mu.Lock()
 	defer r.mu.Unlock()
 	r.fetches = append(r.fetches, fetchReport{replicaID, shardID, source, done, total})
@@ -925,3 +925,23 @@ func TestABandwidthTestIsRunOnTheAdapterAskedFor(t *testing.T) {
 		t.Errorf("reply %+v, ran %+v", r, got)
 	}
 }
+
+func TestANewStreamIsToldTheFilesAgain(t *testing.T) {
+	// Registration carries what the startup scan found; a file deleted since
+	// came back on a control plane that restarted, because the next
+	// heartbeat saw the list unchanged since it was last sent.
+	dir := t.TempDir()
+	h := start(t, func(c *Config) { c.ModelDirs = []string{dir} })
+	if err := os.WriteFile(filepath.Join(dir, "0123456789abcdef-m.gguf"), []byte("x"), 0o644); err != nil {
+		t.Fatal(err)
+	}
+	h.ag.heartbeat()
+	if hb := h.ag.heartbeat().GetHeartbeat(); hb.GetWeightsChanged() {
+		t.Fatal("an unchanged list should not be sent again on the same stream")
+	}
+	h.ag.forgetSent()
+	hb := h.ag.heartbeat().GetHeartbeat()
+	if !hb.GetWeightsChanged() || len(hb.GetWeights()) != 1 {
+		t.Errorf("a new stream should be told the files: changed=%v %v", hb.GetWeightsChanged(), hb.GetWeights())
+	}
+}
@@ -0,0 +1,93 @@
+package discovery
+
+import (
+	"encoding/json"
+	"os"
+	"os/exec"
+	"path/filepath"
+	"regexp"
+	"slices"
+	"strconv"
+	"strings"
+)
+
+// CUDAToolkit is the root of an installed CUDA toolkit of this major version
+// — the directory whose bin holds nvcc — or "" when there is none. Engines
+// that compile their kernels where they run (FreeToken, ComfyUI's compiled
+// nodes) need one matching the CUDA their torch was built for, and a
+// toolkit of another major version compiles code that torch cannot load.
+//
+// CUDA_HOME is looked at first, then /usr/local/cuda, then every
+// /usr/local/cuda-<version>, newest first.
+func CUDAToolkit(major int) string {
+	return cudaToolkitIn(major, os.Getenv("CUDA_HOME"), "/usr/local")
+}
+
+func cudaToolkitIn(major int, home, root string) string {
+	var dirs []string
+	if home != "" {
+		dirs = append(dirs, home)
+	}
+	dirs = append(dirs, filepath.Join(root, "cuda"))
+	versioned, _ := filepath.Glob(filepath.Join(root, "cuda-*"))
+	slices.SortFunc(versioned, func(a, b string) int { return versionCompare(b, a) })
+	dirs = append(dirs, versioned...)
+	for _, d := range dirs {
+		if _, err := os.Stat(filepath.Join(d, "bin", "nvcc")); err != nil {
+			continue
+		}
+		if toolkitMajor(d) == major {
+			return d
+		}
+	}
+	return ""
+}
+
+// toolkitMajor is a toolkit's major version, from the version.json every
+// toolkit since 11.1 carries, or from nvcc where it has none; 0 when neither
+// says.
+func toolkitMajor(dir string) int {
+	if b, err := os.ReadFile(filepath.Join(dir, "version.json")); err == nil { //nolint:gosec // a toolkit's own file
+		var v struct {
+			CUDA struct {
+				Version string `json:"version"`
+			} `json:"cuda"`
+		}
+		if json.Unmarshal(b, &v) == nil && v.CUDA.Version != "" {
+			n, _ := strconv.Atoi(strings.SplitN(v.CUDA.Version, ".", 2)[0])
+			return n
+		}
+	}
+	//nolint:gosec // nvcc of a toolkit found on disk
+	out, err := exec.Command(filepath.Join(dir, "bin", "nvcc"), "--version").Output()
+	if err != nil {
+		return 0
+	}
+	if m := nvccRelease.FindSubmatch(out); m != nil {
+		n, _ := strconv.Atoi(string(m[1]))
+		return n
+	}
+	return 0
+}
+
+var nvccRelease = regexp.MustCompile(`release (\d+)\.`)
+
+// versionCompare orders two paths ending in dotted versions: cuda-13.10 is
+// newer than cuda-13.4, which comparing them as text gets wrong.
+func versionCompare(a, b string) int {
+	pa := strings.Split(strings.TrimPrefix(filepath.Base(a), "cuda-"), ".")
+	pb := strings.Split(strings.TrimPrefix(filepath.Base(b), "cuda-"), ".")
+	for i := range max(len(pa), len(pb)) {
+		var x, y int
+		if i < len(pa) {
+			x, _ = strconv.Atoi(pa[i])
+		}
+		if i < len(pb) {
+			y, _ = strconv.Atoi(pb[i])
+		}
+		if x != y {
+			return x - y
+		}
+	}
+	return 0
+}
@@ -0,0 +1,48 @@
+package discovery
+
+import (
+	"os"
+	"path/filepath"
+	"testing"
+)
+
+func toolkit(t *testing.T, root, name, version string) string {
+	t.Helper()
+	d := filepath.Join(root, name)
+	put(t, d, "bin/nvcc", "#!/bin/sh")
+	if version != "" {
+		put(t, d, "version.json", `{"cuda":{"name":"CUDA SDK","version":"`+version+`"}}`)
+	}
+	return d
+}
+
+func TestTheNewestToolkitOfTheMajorVersionAskedForIsFound(t *testing.T) {
+	root := t.TempDir()
+	toolkit(t, root, "cuda-12.8", "12.8.1")
+	toolkit(t, root, "cuda-13.4", "13.4.0")
+	want := toolkit(t, root, "cuda-13.10", "13.10.0")
+	// /usr/local/cuda is a 12: a toolkit of the wrong major version is not
+	// one torch built for 13 can load what it compiles.
+	toolkit(t, root, "cuda", "12.8.1")
+	if got := cudaToolkitIn(13, "", root); got != want {
+		t.Errorf("got %q, want %q", got, want)
+	}
+	if got := cudaToolkitIn(12, "", root); got != filepath.Join(root, "cuda") {
+		t.Errorf("12: got %q", got)
+	}
+	// CUDA_HOME first, when it is one.
+	home := toolkit(t, t.TempDir(), "mine", "13.0.2")
+	if got := cudaToolkitIn(13, home, root); got != home {
+		t.Errorf("CUDA_HOME: got %q", got)
+	}
+	if got := cudaToolkitIn(14, "", root); got != "" {
+		t.Errorf("14: got %q", got)
+	}
+	// A directory without nvcc is not a toolkit.
+	if err := os.MkdirAll(filepath.Join(root, "cuda-13.99"), 0o755); err != nil {
+		t.Fatal(err)
+	}
+	if got := cudaToolkitIn(13, "", root); got != want {
+		t.Errorf("with an empty cuda-13.99: got %q", got)
+	}
+}
@@ -28,6 +28,11 @@ type Options struct {
 	// SkipGPUs omits GPU discovery. A node without nvidia-smi is already
 	// found to have none, so this is for one whose driver is broken.
 	SkipGPUs bool `koanf:"skip_gpus"`
+	// DCGMExporter is the dcgm-exporter metrics URL read for how much of
+	// each card's chip is in use, on cards NVML's GPM does not cover (before
+	// Hopper). Empty is http://127.0.0.1:9400/metrics; "off" reads none. A
+	// node without one costs a refused connection every five minutes.
+	DCGMExporter string `koanf:"dcgm_exporter"`
 	// ModelDirs are scanned for weights. Empty means do not look.
 	ModelDirs []string `koanf:"-"`
 }
@@ -0,0 +1,6 @@
+//go:build !nvml
+
+package discovery
+
+// newGPM has nothing to read GPM with in a build without the nvml tag.
+func newGPM() gpmSource { return nil }
@@ -0,0 +1,124 @@
+//go:build nvml
+
+package discovery
+
+import (
+	"sync"
+
+	"github.com/NVIDIA/go-nvml/pkg/nvml"
+)
+
+// nvmlGPM reads GPM, NVML's own profiling counters, on the cards that have
+// them: Hopper and later. Each read takes a sample and works out the metrics
+// against the one before, so NVML stays initialised between reads.
+type nvmlGPM struct {
+	mu     sync.Mutex
+	opened bool
+	failed bool
+	cards  map[int]*gpmCard
+}
+
+type gpmCard struct {
+	dev          nvml.Device
+	prev, cur    nvml.GpmSample
+	havePrevious bool
+}
+
+func newGPM() gpmSource { return &nvmlGPM{} }
+
+// The GPM metrics read, in the order they are asked for.
+var gpmMetrics = []struct {
+	id  nvml.GpmMetricId
+	set func(*GPUProfile, float64)
+}{
+	{nvml.GPM_METRIC_SM_UTIL, func(p *GPUProfile, v float64) { p.SMActive = v }},
+	{nvml.GPM_METRIC_SM_OCCUPANCY, func(p *GPUProfile, v float64) { p.SMOccupancy = v }},
+	{nvml.GPM_METRIC_ANY_TENSOR_UTIL, func(p *GPUProfile, v float64) { p.TensorActive = v }},
+	{nvml.GPM_METRIC_DRAM_BW_UTIL, func(p *GPUProfile, v float64) { p.DRAMActive = v }},
+}
+
+func (g *nvmlGPM) read() map[int]GPUProfile {
+	g.mu.Lock()
+	defer g.mu.Unlock()
+	if g.failed {
+		return nil
+	}
+	if !g.opened && !g.open() {
+		g.failed = true
+		return nil
+	}
+	out := map[int]GPUProfile{}
+	for idx, c := range g.cards {
+		if c.cur.Get(c.dev) != nvml.SUCCESS {
+			// A card in MIG mode, or one that has gone: no sample, and the
+			// next must not be measured against an old one.
+			c.havePrevious = false
+			continue
+		}
+		if c.havePrevious {
+			if p, ok := gpmBetween(c.prev, c.cur); ok {
+				out[idx] = p
+			}
+		}
+		c.prev, c.cur = c.cur, c.prev
+		c.havePrevious = true
+	}
+	return out
+}
+
+// open finds the cards with GPM. False is NVML not starting, or no card
+// having it, and the reader then never tries again.
+func (g *nvmlGPM) open() bool {
+	if nvml.Init() != nvml.SUCCESS {
+		return false
+	}
+	g.cards = map[int]*gpmCard{}
+	n, ret := nvml.DeviceGetCount()
+	if ret != nvml.SUCCESS {
+		n = 0
+	}
+	for i := range n {
+		dev, ret := nvml.DeviceGetHandleByIndex(i)
+		if ret != nvml.SUCCESS {
+			continue
+		}
+		sup, ret := dev.GpmQueryDeviceSupport()
+		if ret != nvml.SUCCESS || sup.IsSupportedDevice == 0 {
+			continue
+		}
+		a, ret := nvml.GpmSampleAlloc()
+		if ret != nvml.SUCCESS {
+			continue
+		}
+		b, ret := nvml.GpmSampleAlloc()
+		if ret != nvml.SUCCESS {
+			_ = a.Free()
+			continue
+		}
+		g.cards[i] = &gpmCard{dev: dev, prev: a, cur: b}
+	}
+	if len(g.cards) == 0 {
+		_ = nvml.Shutdown()
+		return false
+	}
+	g.opened = true
+	return true
+}
+
+// gpmBetween is the profile over the time between two samples.
+func gpmBetween(earlier, later nvml.GpmSample) (GPUProfile, bool) {
+	q := nvml.GpmMetricsGetType{NumMetrics: uint32(len(gpmMetrics)), Sample1: earlier, Sample2: later}
+	for i, m := range gpmMetrics {
+		q.Metrics[i].MetricId = uint32(m.id)
+	}
+	if nvml.GpmMetricsGet(&q) != nvml.SUCCESS {
+		return GPUProfile{}, false
+	}
+	p := GPUProfile{SMActive: -1, SMOccupancy: -1, TensorActive: -1, DRAMActive: -1, Source: "gpm"}
+	for i, m := range gpmMetrics {
+		if r := q.Metrics[i]; r.NvmlReturn == uint32(nvml.SUCCESS) && r.Value >= 0 {
+			m.set(&p, r.Value)
+		}
+	}
+	return p, true
+}
@@ -35,6 +35,10 @@ type Host struct {
 	// measured: what decides a model's speed on the CPU. Not read here but
 	// measured by the agent when it starts (MeasureMemoryBandwidth).
 	MemBandwidthGBs float64 `json:"mem_bandwidth_gbs,omitempty"`
+	// MemBandwidthCoreGBs is what one core reads alone, in GB/s, 0 when not
+	// measured: a replica given n threads reads at about n times this, up to
+	// MemBandwidthGBs.
+	MemBandwidthCoreGBs float64 `json:"mem_bandwidth_core_gbs,omitempty"`
 }

 // Family is the packaging family: "deb", "rpm", or "" when neither is known.
@@ -28,9 +28,22 @@ const (
 	minBuffer       = 256 << 20
 )

-// MeasureMemoryBandwidth is the memory's read rate in GB/s, the best of a
-// few passes; 0 when the machine has too little free memory to measure.
-func MeasureMemoryBandwidth() float64 {
+// Bandwidth is how fast this machine's memory reads, in GB/s: with every
+// CPU reading, and with one alone. A replica given a few threads of a large
+// machine reads at a few times the second, not at the first: on a server of
+// many memory channels one core cannot keep more than a fraction of them
+// busy.
+type Bandwidth struct {
+	All, Core float64
+}
+
+// coreBuffer is what the one-core passes read: past any cache, and short
+// enough that one core reads it in a fraction of a second.
+const coreBuffer = 512 << 20
+
+// MeasureMemoryBandwidth is the memory's read rate, the best of a few passes
+// each way; zero when the machine has too little free memory to measure.
+func MeasureMemoryBandwidth() Bandwidth {
 	size := int64(bandwidthBuffer)
 	// Never more than a quarter of what is free: a node already holding
 	// models must not be pushed into swap by a measurement. Without room
@@ -40,7 +53,7 @@ func MeasureMemoryBandwidth() float64 {
 		size = min(size, avail/4)
 	}
 	if size < max(minBuffer, 8*lastCacheBytes("/sys/devices/system/cpu")) {
-		return 0
+		return Bandwidth{}
 	}
 	buf := make([]uint64, size/8)
 	for i := range buf {
@@ -68,7 +81,17 @@ func MeasureMemoryBandwidth() float64 {
 			best = max(best, float64(size)/s/1e9)
 		}
 	}
-	return best
+	// And one core alone, over a part of the same buffer.
+	part := buf[:min(len(buf), coreBuffer/8)]
+	core := 0.0
+	for pass := 0; pass < 3; pass++ {
+		start := time.Now()
+		sink(sum(part))
+		if s := time.Since(start).Seconds(); s > 0 {
+			core = max(core, float64(len(part)*8)/s/1e9)
+		}
+	}
+	return Bandwidth{All: best, Core: min(core, best)}
 }

 // sum reads every word, eight at a time so the loop is not what limits it.
@@ -12,11 +12,11 @@ func TestMemoryBandwidthIsMeasured(t *testing.T) {
 	}
 	bw := MeasureMemoryBandwidth()
 	// Any machine running this reads more than a gigabyte a second and less
-	// than a few terabytes.
-	if bw < 1 || bw > 5000 {
-		t.Errorf("measured %.1f GB/s", bw)
+	// than a few terabytes, and one core no more than all of them.
+	if bw.All < 1 || bw.All > 5000 || bw.Core < 0.5 || bw.Core > bw.All {
+		t.Errorf("measured %.1f GB/s, %.1f on one core", bw.All, bw.Core)
 	}
-	t.Logf("%.1f GB/s", bw)
+	t.Logf("%.1f GB/s, %.1f on one core", bw.All, bw.Core)
 }

 func TestTheLastCacheIsReadFromSys(t *testing.T) {
@@ -0,0 +1,176 @@
+package discovery
+
+import (
+	"context"
+	"io"
+	"net/http"
+	"strconv"
+	"strings"
+	"time"
+)
+
+// GPUProfile is how much of a card's chip the work on it uses. nvidia-smi's
+// utilization.gpu cannot say: it is the share of time any kernel ran, and a
+// kernel keeping one SM of a hundred busy reads 100%. Measured on a Quadro
+// RTX 6000 under decode, it read 92% while the SMs had work 69% of the time
+// and issued an instruction on 18% of their cycles.
+//
+// These come from the card's profiling counters, which only two things read
+// without stopping the work: NVML's GPM, on Hopper and later, and DCGM, which
+// a site may run as dcgm-exporter. Percentages; -1 is not reported.
+type GPUProfile struct {
+	// SMActive is the share of time the SMs had work, averaged over all of
+	// them; SMOccupancy how full those SMs were with warps.
+	SMActive, SMOccupancy float64
+	// TensorActive is the tensor cores. Decode at batch one hardly uses them
+	// even when nothing is wrong: a quantised matrix-vector product runs on
+	// the integer units. Prefill and batches are where they show.
+	TensorActive float64
+	// DRAMActive is the memory interface, which decode is bound by.
+	DRAMActive float64
+	// Source is "gpm" or "dcgm".
+	Source string
+}
+
+// DefaultDCGMExporter is where dcgm-exporter listens unless told otherwise.
+const DefaultDCGMExporter = "http://127.0.0.1:9400/metrics"
+
+// dcgmRetry is how long a dcgm-exporter that did not answer is left alone.
+// Most nodes run none, and asking every ten seconds would be asking nobody.
+const dcgmRetry = 5 * time.Minute
+
+// gpmSource reads GPM, where this build and the card have it.
+type gpmSource interface {
+	read() map[int]GPUProfile
+}
+
+// ProfSampler reads each card's GPUProfile: from GPM where the card has it,
+// otherwise from a dcgm-exporter on the node.
+type ProfSampler struct {
+	gpm  gpmSource
+	dcgm string
+	get  func(ctx context.Context, url string) ([]byte, error)
+	now  func() time.Time
+
+	dcgmAfter time.Time
+}
+
+// NewProfSampler reads this machine. dcgmURL is the dcgm-exporter to ask:
+// empty is DefaultDCGMExporter, "off" asks none.
+func NewProfSampler(dcgmURL string) *ProfSampler {
+	switch dcgmURL {
+	case "":
+		dcgmURL = DefaultDCGMExporter
+	case "off":
+		dcgmURL = ""
+	}
+	return &ProfSampler{gpm: newGPM(), dcgm: dcgmURL, get: httpGet, now: time.Now}
+}
+
+// Sample is each card's profile by index; a card missing has none. GPM needs
+// two samples, so its cards appear from the second call.
+func (p *ProfSampler) Sample(ctx context.Context) map[int]GPUProfile {
+	out := map[int]GPUProfile{}
+	if p.gpm != nil {
+		for i, v := range p.gpm.read() {
+			out[i] = v
+		}
+	}
+	if p.dcgm == "" || p.now().Before(p.dcgmAfter) {
+		return out
+	}
+	body, err := p.get(ctx, p.dcgm)
+	if err != nil {
+		p.dcgmAfter = p.now().Add(dcgmRetry)
+		return out
+	}
+	for i, v := range parseDCGM(body) {
+		if _, ok := out[i]; !ok {
+			out[i] = v
+		}
+	}
+	return out
+}
+
+func httpGet(ctx context.Context, url string) ([]byte, error) {
+	ctx, cancel := context.WithTimeout(ctx, 2*time.Second)
+	defer cancel()
+	req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil)
+	if err != nil {
+		return nil, err
+	}
+	resp, err := http.DefaultClient.Do(req)
+	if err != nil {
+		return nil, err
+	}
+	defer func() { _ = resp.Body.Close() }()
+	if resp.StatusCode != http.StatusOK {
+		return nil, io.ErrUnexpectedEOF
+	}
+	return io.ReadAll(io.LimitReader(resp.Body, 4<<20))
+}
+
+// The dcgm-exporter fields read, as ratios of one. Its default field list
+// has them on every card DCGM can profile.
+var dcgmFields = map[string]func(*GPUProfile, float64){
+	"DCGM_FI_PROF_SM_ACTIVE":          func(p *GPUProfile, v float64) { p.SMActive = v },
+	"DCGM_FI_PROF_SM_OCCUPANCY":       func(p *GPUProfile, v float64) { p.SMOccupancy = v },
+	"DCGM_FI_PROF_PIPE_TENSOR_ACTIVE": func(p *GPUProfile, v float64) { p.TensorActive = v },
+	"DCGM_FI_PROF_DRAM_ACTIVE":        func(p *GPUProfile, v float64) { p.DRAMActive = v },
+}
+
+// parseDCGM reads dcgm-exporter's text exposition: a line per field and
+// card, the card in the gpu label. A card with none of the fields — DCGM
+// cannot profile it — is left out. A MIG instance's lines carry a
+// GPU_I_ID and are left out too: these are whole cards.
+func parseDCGM(body []byte) map[int]GPUProfile {
+	out := map[int]GPUProfile{}
+	for _, line := range strings.Split(string(body), "\n") {
+		if line == "" || line[0] == '#' {
+			continue
+		}
+		open := strings.IndexByte(line, '{')
+		end := strings.LastIndexByte(line, '}')
+		if open < 0 || end < open {
+			continue
+		}
+		set, ok := dcgmFields[line[:open]]
+		if !ok {
+			continue
+		}
+		labels := line[open+1 : end]
+		if strings.Contains(labels, `GPU_I_ID="`) && !strings.Contains(labels, `GPU_I_ID=""`) {
+			continue
+		}
+		idx, err := strconv.Atoi(labelValue(labels, "gpu"))
+		if err != nil {
+			continue
+		}
+		val := strings.Fields(line[end+1:])
+		if len(val) == 0 {
+			continue
+		}
+		v, err := strconv.ParseFloat(val[0], 64)
+		if err != nil || v < 0 {
+			continue
+		}
+		p, seen := out[idx]
+		if !seen {
+			p = GPUProfile{SMActive: -1, SMOccupancy: -1, TensorActive: -1, DRAMActive: -1, Source: "dcgm"}
+		}
+		set(&p, 100*v)
+		out[idx] = p
+	}
+	return out
+}
+
+// labelValue is one label's value from a Prometheus label set.
+func labelValue(labels, name string) string {
+	for _, kv := range strings.Split(labels, ",") {
+		k, v, ok := strings.Cut(strings.TrimSpace(kv), "=")
+		if ok && k == name {
+			return strings.Trim(v, `"`)
+		}
+	}
+	return ""
+}
@@ -0,0 +1,107 @@
+package discovery
+
+import (
+	"context"
+	"errors"
+	"testing"
+	"time"
+)
+
+// dcgmBody is dcgm-exporter's output for two cards and a MIG instance:
+// card 0 profiled, card 1 a model DCGM cannot profile, which has the device
+// fields and none of the PROF ones.
+const dcgmBody = `# HELP DCGM_FI_DEV_GPU_UTIL GPU utilization (in %).
+# TYPE DCGM_FI_DEV_GPU_UTIL gauge
+DCGM_FI_DEV_GPU_UTIL{gpu="0",UUID="GPU-a",device="nvidia0",modelName="NVIDIA L40S",Hostname="n1"} 100
+DCGM_FI_DEV_GPU_UTIL{gpu="1",UUID="GPU-b",device="nvidia1",modelName="Quadro RTX 6000",Hostname="n1"} 92
+# HELP DCGM_FI_PROF_SM_ACTIVE The ratio of cycles an SM has at least 1 warp assigned.
+# TYPE DCGM_FI_PROF_SM_ACTIVE gauge
+DCGM_FI_PROF_SM_ACTIVE{gpu="0",UUID="GPU-a",device="nvidia0",modelName="NVIDIA L40S",Hostname="n1"} 0.007042
+DCGM_FI_PROF_SM_ACTIVE{gpu="2",UUID="GPU-c",device="nvidia2",modelName="NVIDIA A100",GPU_I_PROFILE="3g.40gb",GPU_I_ID="1",Hostname="n1"} 0.5
+DCGM_FI_PROF_SM_OCCUPANCY{gpu="0",UUID="GPU-a",device="nvidia0",modelName="NVIDIA L40S",Hostname="n1"} 0.25
+DCGM_FI_PROF_PIPE_TENSOR_ACTIVE{gpu="0",UUID="GPU-a",device="nvidia0",modelName="NVIDIA L40S",Hostname="n1"} 0
+`
+
+func TestDCGMExporterSaysHowMuchOfEachChipIsInUse(t *testing.T) {
+	got := parseDCGM([]byte(dcgmBody))
+	if len(got) != 1 {
+		t.Fatalf("want card 0 alone (card 1 unprofiled, card 2 a MIG instance): %+v", got)
+	}
+	p := got[0]
+	// The LinkedIn L40S: 100% busy, one SM of 142 at work.
+	if p.SMActive < 0.70 || p.SMActive > 0.71 || p.SMOccupancy != 25 || p.TensorActive != 0 || p.Source != "dcgm" {
+		t.Errorf("card 0 %+v", p)
+	}
+	// A field the exporter does not send is unknown, not zero.
+	if p.DRAMActive != -1 {
+		t.Errorf("DRAM active not sent, read as %v", p.DRAMActive)
+	}
+}
+
+type fakeGPM map[int]GPUProfile
+
+func (f fakeGPM) read() map[int]GPUProfile { return f }
+
+func TestGPMIsPreferredAndDCGMFillsTheCardsItDoesNotCover(t *testing.T) {
+	calls := 0
+	p := &ProfSampler{
+		gpm:  fakeGPM{1: {SMActive: 40, Source: "gpm"}},
+		dcgm: DefaultDCGMExporter,
+		get: func(context.Context, string) ([]byte, error) {
+			calls++
+			return []byte(`DCGM_FI_PROF_SM_ACTIVE{gpu="0"} 0.5` + "\n" + `DCGM_FI_PROF_SM_ACTIVE{gpu="1"} 0.9` + "\n"), nil
+		},
+		now: time.Now,
+	}
+	got := p.Sample(t.Context())
+	if got[0].Source != "dcgm" || got[0].SMActive != 50 {
+		t.Errorf("card 0 %+v", got[0])
+	}
+	if got[1].Source != "gpm" || got[1].SMActive != 40 {
+		t.Errorf("GPM's card was taken from DCGM: %+v", got[1])
+	}
+	if calls != 1 {
+		t.Errorf("%d calls", calls)
+	}
+}
+
+func TestANodeWithoutDCGMIsNotAskedEverySample(t *testing.T) {
+	now := time.Now()
+	calls := 0
+	p := &ProfSampler{dcgm: DefaultDCGMExporter, now: func() time.Time { return now },
+		get: func(context.Context, string) ([]byte, error) { calls++; return nil, errors.New("connection refused") }}
+	for range 5 {
+		if got := p.Sample(t.Context()); len(got) != 0 {
+			t.Fatalf("%+v", got)
+		}
+		now = now.Add(10 * time.Second)
+	}
+	if calls != 1 {
+		t.Errorf("asked %d times in 50 s", calls)
+	}
+	now = now.Add(dcgmRetry)
+	p.Sample(t.Context())
+	if calls != 2 {
+		t.Errorf("not asked again after %v", dcgmRetry)
+	}
+	if off := NewProfSampler("off"); off.dcgm != "" {
+		t.Errorf("off still asks %q", off.dcgm)
+	}
+}
+
+func TestEachSampleCarriesTheProfileOfTheCardsThatHaveOne(t *testing.T) {
+	smi := func(context.Context, string) ([]byte, error) {
+		return []byte("0, 71, 239, 260, 0x0, 92, 30, 23000, 24576, 1878, 0, 0\n" +
+			"1, 30, 20, 260, 0x0, 0, 0, 512, 24576, 300, 0, 0\n"), nil
+	}
+	now := time.Now()
+	s := sampler(t.TempDir(), smi, &now).WithProfile(&ProfSampler{
+		gpm: fakeGPM{0: {SMActive: 69, SMOccupancy: 45, TensorActive: 1, DRAMActive: 33, Source: "gpm"}}, now: time.Now})
+	got := s.Sample(t.Context()).GPUs
+	if got[0].Profile == nil || got[0].Profile.SMActive != 69 || got[0].UtilPercent != 92 {
+		t.Errorf("card 0 %+v", got[0])
+	}
+	if got[1].Profile != nil {
+		t.Errorf("card 1 has a profile nobody read: %+v", got[1].Profile)
+	}
+}
@@ -49,6 +49,9 @@ type GPUSensor struct {
 	MemoryUsedMB, MemoryTotalMB float64
 	SMClockMHz                  float64
 	ECCUncorrected              float64
+	// Profile is how much of the chip the work uses, where something on the
+	// node can say: nil on most cards. UtilPercent is not that.
+	Profile *GPUProfile
 }

 // sensorEvery bounds how often nvidia-smi is run. Heartbeats come more often
@@ -61,6 +64,8 @@ type SensorSampler struct {
 	sys string // /sys, or a test's copy of it
 	smi func(ctx context.Context, fields string) ([]byte, error)
 	now func() time.Time
+	// prof reads the cards' profiling counters; nil reads none.
+	prof *ProfSampler

 	mu         sync.Mutex
 	last       Sensors
@@ -74,6 +79,12 @@ func NewSensorSampler() *SensorSampler {
 	return &SensorSampler{sys: "/sys", smi: runSMI, now: time.Now}
 }

+// WithProfile has each sample carry the cards' profiles as well.
+func (s *SensorSampler) WithProfile(p *ProfSampler) *SensorSampler {
+	s.prof = p
+	return s
+}
+
 // SampleGPUs reads every card's heat, power and how busy it is now, without
 // a sampler's ten seconds of memory: for a screen that asks every few seconds
 // and wants what it asked for. Nil on a machine without nvidia-smi or a card.
@@ -101,6 +112,14 @@ func (s *SensorSampler) Sample(ctx context.Context) Sensors {
 	out.CPUTempC, out.InletTempC = s.hwmon()
 	out.CPUPowerW = s.rapl(now)
 	out.GPUs = s.gpus(ctx)
+	if s.prof != nil {
+		profs := s.prof.Sample(ctx)
+		for i := range out.GPUs {
+			if p, ok := profs[out.GPUs[i].Index]; ok {
+				out.GPUs[i].Profile = &p
+			}
+		}
+	}
 	s.last, s.lastAt = out, now
 	return out
 }
@@ -223,6 +223,7 @@ func NewRegistry(cfg Config) *Registry {
 	r.Add(&Sim{cfg: cfg.Sim})
 	r.Add(&ComfyUI{cfg: cfg.ComfyUI})
 	r.Add(&Strata{cfg: cfg.Strata})
+	r.Add(&FreeToken{cfg: cfg.FreeToken})
 	return r
 }

@@ -276,6 +277,10 @@ type Config struct {
 	// Strata serves a few mixture-of-experts models from RAM and one card;
 	// offered by a node whose Strata is named here, or that installed it.
 	Strata StrataConfig `koanf:"strata"`
+	// FreeToken serves mixture-of-experts models larger than a card from
+	// RAM and one card of 8.0 or newer; installed by the agent where the
+	// cards allow it, or named here.
+	FreeToken FreeTokenConfig `koanf:"freetoken"`
 }

 // --- shared helpers ---
@@ -477,7 +477,7 @@ func TestValidateRequiresModelPath(t *testing.T) {

 func TestRegistry(t *testing.T) {
 	r := NewRegistry(Config{})
-	if got := r.Names(); !slices.Equal(got, []string{"comfyui", "llamacpp", "sglang", "sim", "strata", "trtllm", "vllm"}) {
+	if got := r.Names(); !slices.Equal(got, []string{"comfyui", "freetoken", "llamacpp", "sglang", "sim", "strata", "trtllm", "vllm"}) {
 		t.Errorf("registry contents: %v", got)
 	}
 	if _, err := r.Get("vllm"); err != nil {
@@ -0,0 +1,137 @@
+package engines
+
+import (
+	"context"
+	"fmt"
+	"os"
+	"os/exec"
+	"path/filepath"
+	"strconv"
+	"strings"
+	"sync/atomic"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/discovery"
+)
+
+// FreeTokenConfig locates a FreeToken installation.
+type FreeTokenConfig struct {
+	// Binary is its ft command, in the environment it was installed into.
+	// The agent installs one itself on a node whose GPUs it runs on; this
+	// is for one installed by hand.
+	Binary string `koanf:"binary"`
+}
+
+// freetokenToolkit finds the CUDA 13 toolkit; a variable for tests.
+var freetokenToolkit = func() string { return discovery.CUDAToolkit(13) }
+
+// FreeToken runs FreeToken (github.com/FlashML-org/FreeToken): a
+// mixture-of-experts engine that keeps a model's experts in host RAM, the
+// ones used most in VRAM, and streams the rest over PCIe, so a model several
+// times a card's size serves from one card. It reads Hugging Face
+// safetensors checkpoints as they are published (FP8, NVFP4, MXFP4, BF16)
+// and serves the OpenAI and Anthropic APIs. One card of compute capability
+// 8.0 or newer; it compiles some of its kernels on first start, with the
+// CUDA 13 toolkit.
+type FreeToken struct {
+	cfg       FreeTokenConfig
+	installed atomic.Pointer[string]
+}
+
+// Name identifies the engine in the catalog.
+func (*FreeToken) Name() string { return "freetoken" }
+
+// HealthPath answers before the model is loaded too, with its progress in
+// the body; the supervisor waits for the status code, so it counts as ready
+// only once FreeToken's own startup — loading, warm-up, CUDA graphs — is
+// over and the API server is accepting.
+func (*FreeToken) HealthPath() string { return "/health" }
+
+// MetricsPath is empty: FreeToken serves its numbers as JSON (/v1/stats),
+// not in Prometheus' text, so the router counts its requests itself.
+func (*FreeToken) MetricsPath() string { return "" }
+
+// ServesHTTP is true: a FreeToken replica is one process on one node.
+func (*FreeToken) ServesHTTP(ShardSpec) bool { return true }
+
+// UseInstalled points the engine at the ft the agent installed.
+func (f *FreeToken) UseInstalled(path string) { f.installed.Store(&path) }
+
+// Configured reports whether the configuration names a FreeToken.
+func (f *FreeToken) Configured() bool { return f.cfg.Binary != "" }
+
+func (f *FreeToken) binary() string {
+	if p := f.installed.Load(); p != nil {
+		return *p
+	}
+	return f.cfg.Binary
+}
+
+// HelpCommand is ft serve's own help.
+func (f *FreeToken) HelpCommand(Command) (string, []string) {
+	return f.binary(), []string{"serve", "--help"}
+}
+
+// Probe reports the FreeToken a configuration names, by what it says its
+// version is.
+func (f *FreeToken) Probe(ctx context.Context) (string, error) {
+	bin := f.binary()
+	if bin == "" {
+		return "", fmt.Errorf("no FreeToken is configured")
+	}
+	out, err := exec.CommandContext(ctx, bin, "--version").Output() //nolint:gosec // the configured engine
+	if err != nil {
+		return "", fmt.Errorf("%s does not run: %w", bin, err)
+	}
+	// "freetoken version 0.2.1"
+	if fs := strings.Fields(string(out)); len(fs) > 0 {
+		return fs[len(fs)-1], nil
+	}
+	return Unknown, nil
+}
+
+// Validate checks the profile: one card of 8.0 or newer, on one node.
+// FreeToken has no tensor parallel; it picks one device.
+func (*FreeToken) Validate(p Profile, gpus []GPUInfo) error {
+	if p.Nodes > 1 || p.TP > 1 || p.PP > 1 || p.GPUsPerNode > 1 {
+		return fmt.Errorf("profile %q: freetoken runs on one GPU of one node", p.Name)
+	}
+	if err := requireComputeCapability(p, gpus, 8.0, "freetoken"); err != nil {
+		return err
+	}
+	return validateCommon(p, gpus)
+}
+
+// Commands is ft serve. The card is the shard's, by CUDA_VISIBLE_DEVICES,
+// so it is device 0 to FreeToken; its key goes in the environment, where it
+// reads it from, rather than on a command line every user can read.
+func (f *FreeToken) Commands(sh ShardSpec) ([]Command, error) {
+	bin := f.binary()
+	if bin == "" {
+		return nil, fmt.Errorf("freetoken: no FreeToken is installed or configured (engines.freetoken.binary)")
+	}
+	toolkit := freetokenToolkit()
+	if toolkit == "" {
+		return nil, fmt.Errorf("freetoken compiles its kernels on first start and this node has no CUDA 13 toolkit " +
+			"(nvcc in CUDA_HOME, /usr/local/cuda or /usr/local/cuda-13.*)")
+	}
+	p := sh.Profile
+	args := []string{"serve",
+		"--model", p.ModelPath,
+		"--host", sh.Host(),
+		"--port", strconv.Itoa(sh.HTTPPort),
+		"--gpu", "0",
+	}
+	if p.ServedModelName != "" {
+		args = append(args, "--served-model-name", p.ServedModelName)
+	}
+	args = append(args, p.Args...)
+	env := baseEnv(sh)
+	env["CUDA_HOME"] = toolkit
+	// nvcc for the kernels it compiles, and the environment's own bin
+	// first, where ninja is.
+	env["PATH"] = strings.Join([]string{filepath.Dir(bin), filepath.Join(toolkit, "bin"), os.Getenv("PATH")}, ":")
+	if sh.APIKey != "" {
+		env["FREETOKEN_API_KEY"] = sh.APIKey
+	}
+	return []Command{{Name: "freetoken", Path: bin, Args: args, Env: materializeEnv(env)}}, nil
+}
@@ -0,0 +1,112 @@
+package engines
+
+import (
+	"slices"
+	"strings"
+	"testing"
+)
+
+func withToolkit(t *testing.T, dir string) {
+	t.Helper()
+	old := freetokenToolkit
+	freetokenToolkit = func() string { return dir }
+	t.Cleanup(func() { freetokenToolkit = old })
+}
+
+func TestFreeTokenServesOnTheShardsCardWithTheKeyInTheEnvironment(t *testing.T) {
+	withToolkit(t, "/usr/local/cuda-13.4")
+	f := &FreeToken{}
+	f.UseInstalled("/opt/llmgw/engines/freetoken/0.2.1-cu13/bin/ft")
+	spec := ShardSpec{
+		ReplicaID: "r1", HTTPPort: 18091, BindAddr: "10.0.0.160", GPUIndices: []int{3},
+		APIKey: "secret-key",
+		Profile: Profile{Name: "p", Engine: "freetoken", TP: 1, ModelPath: "/var/lib/llmgw-weights/glm-5.2-nvfp4",
+			ServedModelName: "glm-5.2", Args: []string{"--max-running-requests", "8"}},
+	}
+	cmds, err := f.Commands(spec)
+	if err != nil {
+		t.Fatal(err)
+	}
+	c := cmds[0]
+	if c.Path != "/opt/llmgw/engines/freetoken/0.2.1-cu13/bin/ft" {
+		t.Errorf("path %s", c.Path)
+	}
+	args := strings.Join(c.Args, " ")
+	for _, want := range []string{
+		"serve --model /var/lib/llmgw-weights/glm-5.2-nvfp4", "--host 10.0.0.160", "--port 18091",
+		// The shard's card is device 0 once CUDA_VISIBLE_DEVICES pins it.
+		"--gpu 0", "--served-model-name glm-5.2", "--max-running-requests 8",
+	} {
+		if !strings.Contains(args, want) {
+			t.Errorf("args lack %q: %s", want, args)
+		}
+	}
+	if strings.Contains(args, "secret-key") {
+		t.Error("the key is on the command line, which every user on the node can read")
+	}
+	for _, want := range []string{"FREETOKEN_API_KEY=secret-key", "CUDA_VISIBLE_DEVICES=3", "CUDA_HOME=/usr/local/cuda-13.4"} {
+		if !slices.Contains(c.Env, want) {
+			t.Errorf("env lacks %s", want)
+		}
+	}
+	var path string
+	for _, e := range c.Env {
+		if p, ok := strings.CutPrefix(e, "PATH="); ok {
+			path = p
+		}
+	}
+	if !strings.HasPrefix(path, "/opt/llmgw/engines/freetoken/0.2.1-cu13/bin:/usr/local/cuda-13.4/bin:") {
+		t.Errorf("nvcc and the environment's tools are not first on PATH: %s", path)
+	}
+}
+
+func TestFreeTokenWithoutTheToolkitSaysSoInsteadOfFailingOnItsFirstModel(t *testing.T) {
+	withToolkit(t, "")
+	f := &FreeToken{cfg: FreeTokenConfig{Binary: "/x/bin/ft"}}
+	_, err := f.Commands(ShardSpec{HTTPPort: 1, Profile: Profile{Name: "p", ModelPath: "/m"}})
+	if err == nil || !strings.Contains(err.Error(), "CUDA 13 toolkit") {
+		t.Errorf("got %v", err)
+	}
+}
+
+func TestFreeTokenRunsOnOneAmpereOrNewerCard(t *testing.T) {
+	f := &FreeToken{}
+	p := Profile{Name: "p", Engine: "freetoken", TP: 1, ModelPath: "/m"}
+	if err := f.Validate(p, []GPUInfo{{Name: "NVIDIA RTX A6000", ComputeCapability: "8.6", MemoryTotalMB: 49140}}); err != nil {
+		t.Errorf("an Ampere card was refused: %v", err)
+	}
+	// Tried on cuda01: no kernel image for the card, then an illegal memory
+	// access in fp16.
+	if err := f.Validate(p, []GPUInfo{{Name: "Quadro RTX 6000", ComputeCapability: "7.5", MemoryTotalMB: 24576}}); err == nil {
+		t.Error("a Turing card was accepted")
+	}
+	p.TP = 2
+	if err := f.Validate(p, h100(2)); err == nil {
+		t.Error("a two-card profile was accepted; FreeToken has no tensor parallel")
+	}
+}
+
+func TestFreeTokenFlagsThatReadFilesOrMoveWhatTheAgentSetsAreRefused(t *testing.T) {
+	for _, a := range []string{
+		"--gpu", "--served-model-name=x", "--mmproj", "--allowed-local-media-path",
+		// argparse takes a beginning for the whole flag.
+		"--allowed-local", "--api-key", "--port", "--hf-overrides",
+	} {
+		if UnsafeArgs("freetoken", []string{a, "v"}) == nil {
+			t.Errorf("%s was allowed", a)
+		}
+	}
+	for _, a := range []string{"--max-running-requests", "--moe-strategy", "--dtype", "--max-seq-len-override", "--moe-cache-auto"} {
+		if err := UnsafeArgs("freetoken", []string{a, "1"}); err != nil {
+			t.Errorf("%s was refused: %v", a, err)
+		}
+	}
+	for k, refuse := range map[string]bool{
+		"FREETOKEN_PIN_BUDGET_GB": false, "FREETOKEN_API_KEY": true, "FREETOKEN_API_LOG_DIR": true,
+		"FREETOKEN_MMPROJ": true, "FREETOKEN_HOST": true,
+	} {
+		if got, why := UnsafeEnv(k); got != refuse {
+			t.Errorf("%s: refused %v (%s), want %v", k, got, why, refuse)
+		}
+	}
+}
@@ -9,6 +9,8 @@ import (
 	"regexp"
 	"strconv"
 	"sync/atomic"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/strata"
 )

 // StrataConfig locates a Strata installation.
@@ -133,6 +135,13 @@ func (*Strata) Validate(p Profile, gpus []GPUInfo) error {
 	if err := requireComputeCapability(p, gpus, 6.0, "strata"); err != nil {
 		return err
 	}
+	// A family whose engine needs more: said now, rather than by Strata's
+	// setup after the replica was placed here.
+	if fam, ok := strata.FamilyNamed(strata.ArgValue(p.Args, "--family")); ok && fam.MinCC > 0 {
+		if err := requireComputeCapability(p, gpus, fam.MinCC, "strata's "+fam.Title+" engine"); err != nil {
+			return err
+		}
+	}
 	return validateCommon(p, gpus)
 }

@@ -98,3 +98,16 @@ func TestAStrataNamedByHandIsReportedWithItsVersion(t *testing.T) {
 		t.Error("reported without its engine")
 	}
 }
+
+func TestStrataRefusesDeepSeekOnACardItsEngineWasNotBuiltFor(t *testing.T) {
+	s := &Strata{}
+	p := Profile{Name: "p", Engine: "strata", ModelPath: "/m", TP: 1, GPUsPerNode: 1, Args: []string{"--family", "deepseek41", "--size", "IST-DAS-1.75bpw"}}
+	gpus := []GPUInfo{{Index: 0, Name: "Quadro RTX 6000", ComputeCapability: "7.5"}}
+	if err := s.Validate(p, gpus); err == nil || !strings.Contains(err.Error(), "8.6") {
+		t.Errorf("DeepSeek on 7.5: %v", err)
+	}
+	p.Args = []string{"--family", "qwen", "--size", "IQ2_XS"}
+	if err := s.Validate(p, gpus); err != nil {
+		t.Errorf("Qwen on 7.5: %v", err)
+	}
+}
@@ -25,7 +25,7 @@ var envFamilies = []string{
 	"CUDA_", "NCCL_", "NVIDIA_", "NVTE_", "GLOO_", "UCX_", "TORCH_", "PYTORCH_",
 	"VLLM_", "SGLANG_", "GGML_", "LLAMA_", "OMP_", "MKL_", "OPENBLAS_", "KMP_",
 	"HF_", "TRANSFORMERS_", "TOKENIZERS_", "TRITON_", "FLASHINFER_",
-	"TRTLLM_", "TLLM_",
+	"TRTLLM_", "TLLM_", "FREETOKEN_",
 }

 // envExact are single variables that are tuning too.
@@ -33,6 +33,14 @@ var envExact = map[string]bool{
 	"PYTHONUNBUFFERED": true, "PYTHONHASHSEED": true, "TZ": true,
 }

+// envNeverExact are variables in an allowed family that no profile may set,
+// whose names the patterns below do not catch: what the agent sets itself,
+// and FreeToken's way of loading a projector file.
+var envNeverExact = map[string]string{
+	"FREETOKEN_API_KEY": "is set by the agent", "FREETOKEN_HOST": "is set by the agent",
+	"FREETOKEN_MMPROJ": "loads a file",
+}
+
 // envNever are names in an allowed family that load code or move where the
 // engine reads and writes.
 var envNever = []string{
@@ -59,6 +67,9 @@ func UnsafeEnv(key string) (bool, string) {
 		return true, "only the variables engines are tuned with are allowed (" +
 			strings.Join(envFamilies, "*, ") + "*)"
 	}
+	if why, ok := envNeverExact[k]; ok {
+		return true, "it " + why
+	}
 	for _, n := range envNever {
 		if strings.Contains(k, n) && !envExact[k] {
 			return true, "it names a path, a plugin, a library or an address, which is a way to make the engine " +
@@ -157,6 +168,16 @@ var flagsNever = map[string]map[string]string{
 		"--gpu-roles": "is set by the agent", "--backend": "is set by the agent",
 		"--experimental-speed-projection": "changes what the model refuses",
 	},
+	// ft serve: where it listens, its key, its model and its card are the
+	// agent's, and what reads files or fetches is refused.
+	"freetoken": {
+		"--gpu": "is set by the agent", "--served-model-name": "is set by the agent",
+		"--mmproj": "loads a file", "--mm-encoder-weights": "loads a file",
+		"--allowed-local-media-path": "serves local files to requests",
+		"--allowed-media-domains":    "lets requests have the engine fetch from those sites",
+		"--moe-cache-split":          "reads a profile file",
+		"--hf-overrides":             "rewrites the checkpoint's configuration, which can name code to load",
+	},
 	// trtllm-serve spells its flags with underscores, so the shared list's
 	// hyphenated names do not reach them.
 	"trtllm": {
@@ -223,7 +244,7 @@ func unsafeFlag(engine, flag, _ string) string {

 // argparseEngines read their flags with Python's argparse, which takes a
 // long flag's beginning for the flag.
-var argparseEngines = map[string]bool{"vllm": true, "sglang": true, "comfyui": true, "strata": true}
+var argparseEngines = map[string]bool{"vllm": true, "sglang": true, "comfyui": true, "strata": true, "freetoken": true}

 // UnsafeArgs refuses the first of a profile's arguments an engine may not be
 // given, saying why.
@@ -10,8 +10,20 @@ import (

 	llmgwv1 "gitea.mynodes.xyz/ilker/llmgw/api/gen/llmgw/v1"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/firewall"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/slurm"
 )

+// slurmPorts are Slurm's on a node that runs any of it: slurmctld's and
+// slurmd's, and srun's range for the steps it starts.
+var slurmPorts = []firewall.Port{
+	{From: slurm.CtldPort, To: slurm.DbdPort, What: "slurm: slurmctld, slurmd and slurmdbd"},
+	{From: slurm.SrunPortsFrom, To: slurm.SrunPortsTo, What: "slurm: srun, for the steps it starts"},
+}
+
+// nfsPort is NFSv4's, on the machine that exports the Slurm cluster's
+// shared files.
+var nfsPort = firewall.Port{From: slurm.NFSPort, To: slurm.NFSPort, What: "nfs: the Slurm cluster's shared files"}
+
 // applyFirewall keeps llmgw's firewall on this node as the cluster's
 // settings say: the engines' ports and the node exporter's for the networks
 // the node reaches its control planes on, and those named, or no table at
@@ -19,6 +31,7 @@ import (
 func (a *Agent) applyFirewall(m *llmgwv1.Firewall) {
 	a.fwMu.Lock()
 	defer a.fwMu.Unlock()
+	a.fwLast = m
 	ctx, cancel := context.WithTimeout(context.Background(), 2*time.Minute)
 	defer cancel()
 	r := a.fwRunner
@@ -55,6 +68,14 @@ func (a *Agent) applyFirewall(m *llmgwv1.Firewall) {
 	if from > 0 && to >= from {
 		ports = append(ports, firewall.Engines(from, to))
 	}
+	// Once there, they stay: the ruleset keeps every port it held, so a
+	// node that leaves Slurm keeps them closed to everyone but the cluster.
+	if a.slurm != nil && a.slurm.HasPart() {
+		ports = append(ports, slurmPorts...)
+	}
+	if a.slurm != nil && a.slurm.Serves() {
+		ports = append(ports, nfsPort)
+	}
 	changed, err := firewall.Install(ctx, r, firewall.Spec{Ports: ports, Allow: nets})
 	switch {
 	case err != nil:
@@ -64,6 +85,23 @@ func (a *Agent) applyFirewall(m *llmgwv1.Firewall) {
 	}
 }

+// slurmMessage is the leader's word on this node's part in Slurm. A node
+// that gets one, or starts or stops exporting the shared files, has the
+// firewall applied again, with Slurm's ports and NFS's.
+func (a *Agent) slurmMessage(m *llmgwv1.Slurm) {
+	had, served := a.slurm.HasPart(), a.slurm.Serves()
+	a.slurm.Apply(m)
+	if (had || !a.slurm.HasPart()) && served == a.slurm.Serves() {
+		return
+	}
+	a.fwMu.Lock()
+	last := a.fwLast
+	a.fwMu.Unlock()
+	if last != nil && last.GetEnabled() {
+		go a.applyFirewall(last)
+	}
+}
+
 // controlPlaneIPs are the addresses of the control planes an agent dials.
 func controlPlaneIPs(ctx context.Context, servers []string) []string {
 	var out []string
@@ -6,8 +6,10 @@ import (
 	"log/slog"
 	"strings"
 	"testing"
+	"time"

 	llmgwv1 "gitea.mynodes.xyz/ilker/llmgw/api/gen/llmgw/v1"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/slurmnode"
 )

 // fakeShell answers the firewall package's scripts and records what was
@@ -55,3 +57,28 @@ func TestANodeKeepsOrDropsItsFirewallAsTheClusterSays(t *testing.T) {
 		t.Error("turned off, the table stayed")
 	}
 }
+
+func TestANodeGivenAPartInSlurmLetsSlurmInFromTheClusterOnly(t *testing.T) {
+	sh := &fakeShell{}
+	a := &Agent{log: slog.New(slog.DiscardHandler), fwRunner: sh, serverList: []string{"https://10.0.0.140:7443"},
+		slurm: slurmnode.New(nil, nil, "", slog.New(slog.DiscardHandler))}
+	a.applyFirewall(&llmgwv1.Firewall{Enabled: true, EnginePortsFrom: 20000, EnginePortsTo: 20999})
+	if strings.Contains(sh.installed, "6817") {
+		t.Fatalf("Slurm's ports before the node has a part in it:\n%s", sh.installed)
+	}
+
+	a.slurmMessage(&llmgwv1.Slurm{Name: "node05", Node: true, ConfServer: "10.0.0.148:6817"})
+	deadline := time.Now().Add(5 * time.Second)
+	for {
+		a.fwMu.Lock()
+		got := sh.installed
+		a.fwMu.Unlock()
+		if strings.Contains(got, "6817-6819") && strings.Contains(got, "60001-63000") {
+			break
+		}
+		if time.Now().After(deadline) {
+			t.Fatalf("given a part in Slurm, the rules still lack its ports:\n%s", got)
+		}
+		time.Sleep(10 * time.Millisecond)
+	}
+}
@@ -4,12 +4,14 @@ import (
 	"os"
 	"testing"
 	"time"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/discovery"
 )

 func TestMain(m *testing.M) {
 	// Half a gigabyte read per test binary, and contending with the tests
 	// for the CPUs: these never look at the figure.
-	measureBandwidth = func() float64 { return 0 }
+	measureBandwidth = func() discovery.Bandwidth { return discovery.Bandwidth{} }
 	bandwidthDelay = func() time.Duration { return 0 }
 	os.Exit(m.Run())
 }
@@ -164,6 +164,13 @@ func (a *Agent) provisionLoop(ctx context.Context) {

 // provisionStatus records a change in one engine's installation.
 func (a *Agent) provisionStatus(st provision.Status) {
+	if st == (provision.Status{}) {
+		// A package install that was no engine's has ended.
+		a.mu.Lock()
+		delete(a.provStatus, "")
+		a.mu.Unlock()
+		return
+	}
 	a.mu.Lock()
 	prev, had := a.provStatus[st.Engine]
 	a.provStatus[st.Engine] = st
@@ -0,0 +1,53 @@
+package provision
+
+import (
+	"errors"
+	"slices"
+	"strings"
+	"testing"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/discovery"
+)
+
+func TestFreeTokenIsInstalledOnlyWhereItsKernelsRun(t *testing.T) {
+	old := freetokenToolkit
+	toolkit := "/usr/local/cuda-13.4"
+	freetokenToolkit = func() string { return toolkit }
+	t.Cleanup(func() { freetokenToolkit = old })
+
+	ampere := discovery.Host{Arch: "amd64", NVIDIADriver: "580.95.05", MinComputeCapability: 8.6}
+	got, err := freetokenCandidates("0.2.1", "", ampere)
+	if err != nil {
+		t.Fatal(err)
+	}
+	b := got[0]
+	if b.Binary != "ft" || !slices.Equal(b.Requirements, []string{"freetoken[accel]==0.2.1"}) || !b.GPUCheck || b.Python == "" {
+		t.Errorf("build %+v", b)
+	}
+
+	// Not meant for these, and not reported as a fault: no GPU, a Turing
+	// card (cuda01, where 0.2.1 had no kernel image for it), an Arm node.
+	for name, h := range map[string]discovery.Host{
+		"no gpu":  {Arch: "amd64"},
+		"turing":  {Arch: "amd64", NVIDIADriver: "615.71.09", MinComputeCapability: 7.5},
+		"aarch64": {Arch: "arm64", NVIDIADriver: "580.95.05", MinComputeCapability: 9.0},
+	} {
+		_, err := freetokenCandidates("0.2.1", "", h)
+		var nh NotHere
+		if !errors.As(err, &nh) {
+			t.Errorf("%s: %v, want NotHere", name, err)
+		}
+	}
+
+	// Meant for these, and said why not.
+	if _, err := freetokenCandidates("0.2.1", "", discovery.Host{Arch: "amd64", NVIDIADriver: "570.1", MinComputeCapability: 9.0}); err == nil ||
+		!strings.Contains(err.Error(), "driver 580") {
+		t.Errorf("old driver: %v", err)
+	}
+	toolkit = ""
+	_, err = freetokenCandidates("0.2.1", "", ampere)
+	var nh NotHere
+	if err == nil || errors.As(err, &nh) || !strings.Contains(err.Error(), "CUDA 13 toolkit") {
+		t.Errorf("no toolkit: %v", err)
+	}
+}
@@ -483,7 +483,8 @@ func (in *Installer) packages(ctx context.Context, byFamily map[string][]string,
 		return fmt.Errorf("%s is missing and no package manager was found to install it",
 			strings.Join(missing, ", "))
 	}
-	in.progress(st, "installing %s with %s", strings.Join(missing, ", "), tool)
+	// The state already says installing.
+	in.progress(st, "%s, with %s", strings.Join(missing, ", "), tool)
 	for _, c := range cmds {
 		if err := in.runWaitingForLock(ctx, pm.env, c, st); err != nil {
 			return err
@@ -497,7 +498,13 @@ func (in *Installer) packages(ctx context.Context, byFamily map[string][]string,
 // byFamily is keyed by discovery.Host.Family: "deb" or "rpm".
 func (in *Installer) InstallPackages(ctx context.Context, byFamily map[string][]string) error {
 	var st Status
-	return in.packages(ctx, byFamily, &st)
+	err := in.packages(ctx, byFamily, &st)
+	if st.State == Installing {
+		// Its progress was no engine's: an empty status takes it off the
+		// node's page again, done or failed (the caller says which).
+		in.report(Status{})
+	}
+	return err
 }

 // lockWait bounds how long a package command waits for another to finish.
@@ -0,0 +1,36 @@
+package provision
+
+import (
+	"context"
+	"testing"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/discovery"
+)
+
+// A package install that is no engine's says it is done, so its progress
+// does not stay on the node's page (found on the PoC installing Slurm).
+func TestInstallPackagesClearsItsProgress(t *testing.T) {
+	var got []Status
+	in := &Installer{Host: discovery.Host{OSID: "ubuntu"}, OnStatus: func(s Status) { got = append(got, s) },
+		Run: func(_ context.Context, _ []string, name string, _ ...string) ([]byte, error) {
+			if name == "sh" { // the query: not installed
+				return nil, context.Canceled
+			}
+			return nil, nil
+		}}
+	if err := in.InstallPackages(context.Background(), map[string][]string{"deb": {"munge"}}); err != nil {
+		t.Fatal(err)
+	}
+	if len(got) < 2 || got[0].State != Installing || got[len(got)-1] != (Status{}) {
+		t.Fatalf("statuses %+v", got)
+	}
+
+	got = nil
+	in.Run = func(context.Context, []string, string, ...string) ([]byte, error) { return nil, nil }
+	if err := in.InstallPackages(context.Background(), map[string][]string{"deb": {"munge"}}); err != nil {
+		t.Fatal(err)
+	}
+	if len(got) != 0 {
+		t.Fatalf("installed already, yet said %+v", got)
+	}
+}
@@ -126,12 +126,13 @@ type Recipe struct {
 // from PyPI by uv, which is itself installed like llama.cpp: a GitHub release
 // checked against its published checksum.
 var Recipes = map[string]Recipe{
-	"llamacpp": {Repo: "ggml-org/llama.cpp", Candidates: llamaCppCandidates},
-	"vllm":     {PyPI: "vllm", Candidates: vllmCandidates},
-	"sglang":   {PyPI: "sglang", Candidates: sglangCandidates},
-	"comfyui":  {Candidates: comfyuiCandidates},
-	"strata":   {Repo: StrataRepo, Candidates: strataCandidates},
-	"uv":       {Repo: "astral-sh/uv", Candidates: uvCandidates},
+	"llamacpp":  {Repo: "ggml-org/llama.cpp", Candidates: llamaCppCandidates},
+	"vllm":      {PyPI: "vllm", Candidates: vllmCandidates},
+	"sglang":    {PyPI: "sglang", Candidates: sglangCandidates},
+	"comfyui":   {Candidates: comfyuiCandidates},
+	"strata":    {Repo: StrataRepo, Candidates: strataCandidates},
+	"freetoken": {PyPI: "freetoken", Candidates: freetokenCandidates},
+	"uv":        {Repo: "astral-sh/uv", Candidates: uvCandidates},
 }

 // Installable are the engines this agent can install, as it tells the
@@ -758,3 +759,56 @@ print("strata version", "` + version + `", "engine", "` + rel.engine + `")`},
 		{build("cuda12"), gpuNeeds{575, 6.0}, "Strata " + version + " built for CUDA 12.9"},
 	}, h)
 }
+
+// --- FreeToken ---
+
+// FreeTokenRepo is where FreeToken is developed; its builds are on PyPI.
+const FreeTokenRepo = "FlashML-org/FreeToken"
+
+// freetokenMinCompute is the oldest GPU FreeToken runs on. It says RTX 30
+// and newer, and its kernels agree: on a Quadro RTX 6000 (7.5) version 0.2.1
+// loaded gpt-oss-20b and failed its first prefill with no kernel image for
+// the card, and in fp16 with fused experts its first request hit an illegal
+// memory access. Its FP8 kernels need 8.9 and its NVFP4 ones 12.0, which
+// the model's quantisation decides.
+const freetokenMinCompute = 8.0
+
+// freetokenToolkit finds the CUDA toolkit FreeToken compiles its kernels
+// with; a variable for tests.
+var freetokenToolkit = func() string { return discovery.CUDAToolkit(13) }
+
+// freetokenCandidates are the FreeToken builds for a machine: its PyPI
+// wheels with the kernel extras (FlashInfer, SGLang's kernels), CUDA 13,
+// x86-64 only. A node of older cards is not one it is meant for, and is not
+// reported as a fault; one of new cards without the toolkit is.
+func freetokenCandidates(version, variant string, h discovery.Host) ([]Build, error) {
+	if _, err := gpuArch("FreeToken", h); err != nil {
+		return nil, err
+	}
+	if h.Arch != "amd64" {
+		return nil, NotHere{"FreeToken publishes wheels for x86-64 only; this node is " + h.Arch}
+	}
+	if cc := h.MinComputeCapability; cc > 0 && cc < freetokenMinCompute {
+		return nil, NotHere{fmt.Sprintf("FreeToken runs on GPUs of compute capability %.1f and newer "+
+			"(RTX 30, A100 and later); this node has %.1f", freetokenMinCompute, cc)}
+	}
+	// It compiles kernels the first time a model loads, with nvcc, as its
+	// own install guide says; without a toolkit the installation looks
+	// finished and the first replica fails.
+	if freetokenToolkit() == "" {
+		return nil, fmt.Errorf("FreeToken compiles its kernels where it runs and needs the CUDA 13 toolkit's nvcc " +
+			"(in CUDA_HOME, /usr/local/cuda or /usr/local/cuda-13.*); install cuda-toolkit-13 from NVIDIA's repository")
+	}
+	b := Build{
+		Variant:      "cu13",
+		Python:       pythonForEngines,
+		Requirements: []string{"freetoken[accel]==" + version},
+		Binary:       "ft",
+		Packages:     compilerPackages,
+		FreeGB:       20,
+		GPUCheck:     true,
+	}
+	return pick("FreeToken "+version, variant, []candidate{
+		{b, gpuNeeds{minDriverForCUDA13, freetokenMinCompute}, "FreeToken " + version},
+	}, h)
+}
@@ -94,3 +94,35 @@ func TestWithNoCacheConfiguredNothingIsDeleted(t *testing.T) {
 		t.Errorf("an agent with no cache directory deleted something: %v", err)
 	}
 }
+
+// A model of several files is fetched into a directory of its own, and an
+// unused one goes whole: it was refused as not empty, and nothing was freed.
+func TestAnUnusedSetIsRemovedWhole(t *testing.T) {
+	dir := t.TempDir()
+	a := agentWithCache(t, dir)
+	set := weights.CachePathFor(dir, "https://mirror/coder/v1")
+	if err := os.MkdirAll(set, 0o755); err != nil {
+		t.Fatal(err)
+	}
+	write(t, filepath.Join(set, "model-00001-of-00002.gguf"))
+	write(t, filepath.Join(set, ".complete"))
+	// A link in the cache is taken away, not what it points at.
+	target := t.TempDir()
+	write(t, filepath.Join(target, "keep.gguf"))
+	link := weights.CachePathFor(dir, "https://mirror/linked/v1")
+	if err := os.Symlink(target, link); err != nil {
+		t.Fatal(err)
+	}
+
+	a.removeWeights([]string{set, link})
+
+	if _, err := os.Stat(set); !os.IsNotExist(err) {
+		t.Errorf("the set is still there: %v", err)
+	}
+	if _, err := os.Lstat(link); !os.IsNotExist(err) {
+		t.Errorf("the link is still there: %v", err)
+	}
+	if _, err := os.Stat(filepath.Join(target, "keep.gguf")); err != nil {
+		t.Errorf("what the link pointed at was deleted: %v", err)
+	}
+}
@@ -0,0 +1,38 @@
+package agent
+
+import (
+	llmgwv1 "gitea.mynodes.xyz/ilker/llmgw/api/gen/llmgw/v1"
+)
+
+// FeatureSlurm is the agent keeping its node's part in Slurm (BACKLOG P).
+const FeatureSlurm = "slurm"
+
+// slurmMarker says llmgw started Slurm's daemons on this machine.
+var slurmMarker = "/var/lib/llmgw-agent/slurm"
+
+// setSlurmOut is where Slurm's status goes now: this session's queue, or
+// nowhere between sessions.
+func (a *Agent) setSlurmOut(out chan<- *llmgwv1.AgentMessage) {
+	a.mu.Lock()
+	a.slurmOut = out
+	a.mu.Unlock()
+	if out != nil {
+		a.slurm.Resend()
+	}
+}
+
+// sendSlurm queues a status without waiting: a full queue or no session
+// drops it, and the next session is sent it again.
+func (a *Agent) sendSlurm(st *llmgwv1.SlurmStatus) {
+	a.mu.Lock()
+	out := a.slurmOut
+	a.mu.Unlock()
+	if out == nil {
+		return
+	}
+	select {
+	case out <- &llmgwv1.AgentMessage{Msg: &llmgwv1.AgentMessage_SlurmStatus{SlurmStatus: st}}:
+	default:
+		a.log.Warn("Slurm's status not sent: the queue to the control plane is full")
+	}
+}
@@ -0,0 +1,198 @@
+package slurmnode
+
+import (
+	"context"
+	"fmt"
+	"path/filepath"
+	"runtime"
+	"strings"
+
+	llmgwv1 "gitea.mynodes.xyz/ilker/llmgw/api/gen/llmgw/v1"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/slurm"
+)
+
+// cacheDir holds what is fetched for Slurm: enroot's packages, pyxis's
+// source and its build.
+const cacheDir = "/var/cache/llmgw-agent/slurm"
+
+// pyxisMarker is the pyxis version built here, against this Slurm.
+func (k *Keeper) pyxisMarker() string { return k.marker + "-pyxis" }
+
+// containers has enroot and pyxis here, set up, when want says so; what
+// is there is left when it no longer does (Slurm stops loading pyxis once
+// the controller's plugstack.conf goes). Answers the status line, empty
+// while either is missing.
+func (k *Keeper) containers(ctx context.Context, want *llmgwv1.Slurm) (string, error) {
+	if !want.GetContainers() {
+		return "", nil
+	}
+	family := k.family()
+	if family == "" {
+		return "", fmt.Errorf("neither dpkg nor rpm here: enroot and pyxis come as deb or rpm")
+	}
+	if err := k.enroot(ctx, family); err != nil {
+		return "", fmt.Errorf("enroot: %w", err)
+	}
+	if err := k.enrootConf(ctx, want.GetShared().GetPath()); err != nil {
+		return "", fmt.Errorf("enroot's settings: %w", err)
+	}
+	if _, err := k.host.LookPath("nvidia-smi"); err == nil {
+		if err := k.nvidiaContainer(ctx, family); err != nil {
+			return "", fmt.Errorf("the GPUs in containers (nvidia-container-cli): %w", err)
+		}
+	}
+	if err := k.pyxis(ctx, family); err != nil {
+		return "", fmt.Errorf("pyxis: %w", err)
+	}
+	return slurm.ContainersStatus(), nil
+}
+
+func (k *Keeper) family() string {
+	if _, err := k.host.LookPath("dpkg"); err == nil {
+		return "deb"
+	}
+	if _, err := k.host.LookPath("rpm"); err == nil {
+		return "rpm"
+	}
+	return ""
+}
+
+// enroot installs the pinned release when another, or none, is here.
+func (k *Keeper) enroot(ctx context.Context, family string) error {
+	if k.installed["enroot"] {
+		return nil
+	}
+	if out, err := k.host.Run(ctx, nil, "enroot", "version"); err == nil && strings.TrimSpace(string(out)) == slurm.EnrootVersion {
+		k.installed["enroot"] = true
+		return nil
+	}
+	pkgs, err := slurm.EnrootPackages(family, runtime.GOARCH)
+	if err != nil {
+		return err
+	}
+	if k.inst == nil {
+		return fmt.Errorf("enroot missing, and this agent installs nothing")
+	}
+	var files []string
+	for _, p := range pkgs {
+		f := filepath.Join(cacheDir, p.Name)
+		if err := k.host.Download(ctx, p.URL(), f, p.SHA256); err != nil {
+			return err
+		}
+		files = append(files, f)
+	}
+	k.log.Info("installing enroot, for Slurm's jobs in containers", "version", slurm.EnrootVersion)
+	if err := k.inst.InstallPackages(ctx, map[string][]string{family: files}); err != nil {
+		return err
+	}
+	out, err := k.host.Run(ctx, nil, "enroot", "version")
+	if v := strings.TrimSpace(string(out)); err != nil || v != slurm.EnrootVersion {
+		return fmt.Errorf("enroot says %q after installing %s: %v", v, slurm.EnrootVersion, err)
+	}
+	k.installed["enroot"] = true
+	return nil
+}
+
+// enrootConf writes enroot's settings and makes its directories.
+func (k *Keeper) enrootConf(ctx context.Context, shared string) error {
+	if _, err := k.write(slurm.EnrootConfPath, []byte(slurm.EnrootConf), 0o644, ""); err != nil {
+		return err
+	}
+	changed, err := k.write(slurm.EnrootTmpfiles, []byte(slurm.EnrootTmpfilesConf), 0o644, "")
+	if err != nil {
+		return err
+	}
+	if changed {
+		if out, err := k.host.Run(ctx, nil, "systemd-tmpfiles", "--create", slurm.EnrootTmpfiles); err != nil {
+			return fmt.Errorf("systemd-tmpfiles: %v: %s", err, lastLine(out))
+		}
+	}
+	for _, d := range []string{slurm.EnrootLib + "/cache", slurm.EnrootLib + "/data"} {
+		if _, err := k.host.Run(ctx, nil, "test", "-d", d); err == nil {
+			continue
+		}
+		// Each user makes their own beneath, as in /tmp.
+		if out, err := k.host.Run(ctx, nil, "install", "-d", "-m", "1777", d); err != nil {
+			return fmt.Errorf("making %s: %v: %s", d, err, lastLine(out))
+		}
+	}
+	if shared == "" {
+		return k.host.Remove(slurm.EnrootMounts)
+	}
+	_, err = k.write(slurm.EnrootMounts, []byte(slurm.EnrootSharedMount(shared)), 0o644, "")
+	return err
+}
+
+// nvidiaContainer installs nvidia-container-cli, which enroot's hook uses
+// to give a container the job's GPUs, from NVIDIA's repository.
+func (k *Keeper) nvidiaContainer(ctx context.Context, family string) error {
+	if k.installed["nvidia-container-cli"] {
+		return nil
+	}
+	if _, err := k.host.LookPath("nvidia-container-cli"); err == nil {
+		k.installed["nvidia-container-cli"] = true
+		return nil
+	}
+	if k.inst == nil {
+		return fmt.Errorf("nvidia-container-cli missing, and this agent installs nothing")
+	}
+	switch family {
+	case "deb":
+		if err := k.host.Download(ctx, slurm.NvidiaContainerKeyURL, slurm.NvidiaContainerKeyPath,
+			slurm.NvidiaContainerKeySHA256); err != nil {
+			return err
+		}
+		if _, err := k.write(slurm.NvidiaContainerAptList, []byte(slurm.NvidiaContainerApt), 0o644, ""); err != nil {
+			return err
+		}
+	case "rpm":
+		if _, err := k.write(slurm.NvidiaContainerYumRepo, []byte(slurm.NvidiaContainerYum), 0o644, ""); err != nil {
+			return err
+		}
+	}
+	k.log.Info("installing nvidia-container-cli, so containers get the job's GPUs")
+	if err := k.inst.InstallPackages(ctx, slurm.NvidiaContainerPackages); err != nil {
+		return err
+	}
+	if _, err := k.host.LookPath("nvidia-container-cli"); err != nil {
+		return fmt.Errorf("still missing after installing libnvidia-container-tools")
+	}
+	k.installed["nvidia-container-cli"] = true
+	return nil
+}
+
+// pyxis builds the pinned pyxis against this machine's Slurm and installs
+// it, when it has not been, or was for another version.
+func (k *Keeper) pyxis(ctx context.Context, family string) error {
+	if b, err := k.host.ReadFile(k.pyxisMarker()); err == nil && strings.TrimSpace(string(b)) == slurm.PyxisVersion {
+		if _, err := k.host.Run(ctx, nil, "test", "-f", slurm.PyxisPlugin); err == nil {
+			return nil
+		}
+	}
+	if k.inst == nil {
+		return fmt.Errorf("pyxis missing, and this agent installs nothing")
+	}
+	if err := k.inst.InstallPackages(ctx, map[string][]string{family: slurm.PyxisBuildPackages[family]}); err != nil {
+		return fmt.Errorf("installing what builds it: %w", err)
+	}
+	tarball := filepath.Join(cacheDir, "pyxis-"+slurm.PyxisVersion+".tar.gz")
+	if err := k.host.Download(ctx, slurm.PyxisSource, tarball, slurm.PyxisSHA256); err != nil {
+		return err
+	}
+	src := filepath.Join(cacheDir, "pyxis-"+slurm.PyxisVersion)
+	k.log.Info("building pyxis against this machine's Slurm", "version", slurm.PyxisVersion)
+	for _, c := range [][]string{
+		{"rm", "-rf", src},
+		{"tar", "-xzf", tarball, "-C", cacheDir},
+		{"make", "-C", src, "install"},
+	} {
+		if out, err := k.host.Run(ctx, nil, c[0], c[1:]...); err != nil {
+			return fmt.Errorf("%s: %v: %s", strings.Join(c, " "), err, lastLine(out))
+		}
+	}
+	if _, err := k.host.Run(ctx, nil, "test", "-f", slurm.PyxisPlugin); err != nil {
+		return fmt.Errorf("built, yet %s is not there", slurm.PyxisPlugin)
+	}
+	_, err := k.write(k.pyxisMarker(), []byte(slurm.PyxisVersion+"\n"), 0o644, "")
+	return err
+}
@@ -0,0 +1,92 @@
+package slurmnode
+
+import (
+	"context"
+	"runtime"
+	"slices"
+	"strings"
+	"testing"
+
+	llmgwv1 "gitea.mynodes.xyz/ilker/llmgw/api/gen/llmgw/v1"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/slurm"
+)
+
+func TestContainersInstalledFromPinnedReleases(t *testing.T) {
+	if _, err := slurm.EnrootPackages("deb", runtime.GOARCH); err != nil {
+		t.Skip(err)
+	}
+	h := newFake()
+	h.bins["dpkg"], h.bins["nvidia-smi"] = true, true
+	inst := &fakeInst{host: h}
+	k := New(h, inst, "/var/lib/llmgw-agent/slurm", nil)
+	// enroot is not here until installed, and then says its version.
+	h.fail["enroot version"] = true
+	h.fail["test -d "+slurm.EnrootLib+"/cache"] = true
+	h.fail["test -f "+slurm.PyxisPlugin] = true
+	m := nodeMsg(true)
+	m.Containers = true
+	m.Shared = &llmgwv1.SlurmShared{Path: "/shared", Nfs: "10.0.0.11:/shared"}
+
+	st := k.Reconcile(context.Background(), m)
+	if st.GetContainers() != "" || !strings.Contains(st.GetError(), "containers: enroot") {
+		t.Fatalf("ready with enroot saying nothing: %v", st)
+	}
+	pkgs, _ := slurm.EnrootPackages("deb", runtime.GOARCH)
+	for _, p := range pkgs {
+		if !slices.Contains(h.ran, "download "+p.URL()+" "+cacheDir+"/"+p.Name+" "+p.SHA256) {
+			t.Errorf("%s not fetched with its digest:\n%s", p.Name, strings.Join(h.ran, "\n"))
+		}
+	}
+	if len(inst.got["deb"]) != 2 || !strings.HasPrefix(inst.got["deb"][0], cacheDir) {
+		t.Errorf("installed %v", inst.got)
+	}
+
+	delete(h.fail, "enroot version")
+	h.outputs["enroot version"] = slurm.EnrootVersion + "\n"
+	h.bins["nvidia-container-cli"] = false
+	st = k.Reconcile(context.Background(), m)
+	if !strings.Contains(st.GetError(), "nvidia-container-cli") {
+		t.Errorf("a GPU machine without nvidia-container-cli is ready: %v", st)
+	}
+	if string(h.files[slurm.NvidiaContainerAptList]) != slurm.NvidiaContainerApt ||
+		!slices.Contains(h.ran, "download "+slurm.NvidiaContainerKeyURL+" "+slurm.NvidiaContainerKeyPath+" "+slurm.NvidiaContainerKeySHA256) {
+		t.Errorf("NVIDIA's repository not added with its key checked")
+	}
+
+	h.bins["nvidia-container-cli"] = true
+	st = k.Reconcile(context.Background(), m)
+	// Built, but the plugin is still not there.
+	if st.GetContainers() != "" || !strings.Contains(st.GetError(), "pyxis") {
+		t.Fatalf("status %v", st)
+	}
+	for _, want := range []string{"tar -xzf " + cacheDir + "/pyxis-" + slurm.PyxisVersion + ".tar.gz -C " + cacheDir,
+		"make -C " + cacheDir + "/pyxis-" + slurm.PyxisVersion + " install", "install -d -m 1777 " + slurm.EnrootLib + "/cache"} {
+		if !slices.Contains(h.ran, want) {
+			t.Errorf("did not run %q", want)
+		}
+	}
+	delete(h.fail, "test -f "+slurm.PyxisPlugin)
+	st = k.Reconcile(context.Background(), m)
+	if st.GetContainers() != slurm.ContainersStatus() || st.GetError() != "" {
+		t.Fatalf("status %v", st)
+	}
+	if string(h.files[slurm.EnrootConfPath]) != slurm.EnrootConf ||
+		!strings.Contains(string(h.files[slurm.EnrootMounts]), "/shared /shared none") {
+		t.Errorf("enroot's settings not written")
+	}
+
+	// Done: nothing fetched or built again.
+	h.ran = nil
+	k.Reconcile(context.Background(), m)
+	for _, c := range h.ran {
+		if strings.HasPrefix(c, "download") || strings.HasPrefix(c, "make") {
+			t.Errorf("ran %q again", c)
+		}
+	}
+
+	// Off: nothing said, nothing taken away.
+	m.Containers = false
+	if st := k.Reconcile(context.Background(), m); st.GetContainers() != "" {
+		t.Errorf("status %v", st)
+	}
+}
@@ -0,0 +1,170 @@
+package slurmnode
+
+import (
+	"bufio"
+	"context"
+	"crypto/sha256"
+	"encoding/hex"
+	"errors"
+	"fmt"
+	"strings"
+	"time"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/slurm"
+)
+
+// mariaDBConfDirs are where each family's MariaDB reads its settings: Debian
+// and Ubuntu's, then Red Hat's.
+var mariaDBConfDirs = []string{"/etc/mysql/mariadb.conf.d", "/etc/my.cnf.d"}
+
+const mariaDBConfName = "90-llmgw-slurm.cnf"
+
+// acctSQLPath is where the database's statements are put for the client to
+// read, never on its command line: they hold the password.
+const acctSQLPath = "/run/llmgw-slurm-acct.sql"
+
+// accounting keeps slurmdbd on the controller: MariaDB on this machine
+// alone, the database and its user, slurmdbd on them, and the cluster in it.
+// Before slurmctld, which reports to it from its first start.
+func (k *Keeper) accounting(ctx context.Context, key []byte, files map[string]string) error {
+	password := slurm.DbdPassword(key)
+	changed, err := k.mariaDBSettings(ctx)
+	if err != nil {
+		return err
+	}
+	switch {
+	case changed:
+		k.log.Info("MariaDB, for Slurm's accounting, starts on this machine alone")
+		if err := k.systemctl(ctx, "enable", "--now", "mariadb", "&&restart"); err != nil {
+			return err
+		}
+	case !k.active(ctx, "mariadb"):
+		if err := k.systemctl(ctx, "enable", "--now", "mariadb"); err != nil {
+			return err
+		}
+	}
+	client, err := k.mariaDBClient()
+	if err != nil {
+		return err
+	}
+	if err := k.waitFor(ctx, "MariaDB", client, "-e", "SELECT 1"); err != nil {
+		return err
+	}
+	// The database and its user, once each time the agent starts or the
+	// password is new: cheap, and a database restored from elsewhere gets
+	// its user back.
+	sum := sha256.Sum256([]byte(password))
+	if mark := hex.EncodeToString(sum[:]); k.acctDone != mark {
+		if err := k.host.WriteFile(acctSQLPath, []byte(slurm.AcctSQL(password)), 0o600, ""); err != nil {
+			return err
+		}
+		out, err := k.host.Run(ctx, nil, client, "-e", "source "+acctSQLPath)
+		_ = k.host.Remove(acctSQLPath)
+		if err != nil {
+			return fmt.Errorf("making Slurm's database: %v: %s", err, lastLine(out))
+		}
+		k.acctDone = mark
+	}
+
+	out, err := k.host.Run(ctx, nil, "hostname", "-s")
+	host := strings.TrimSpace(string(out))
+	if err != nil || host == "" {
+		return fmt.Errorf("this machine's short hostname: %v: %s", err, lastLine(out))
+	}
+	changed, err = k.write(slurm.DbdConfPath, []byte(slurm.DbdConf(host, password)), 0o600, "slurm")
+	if err != nil {
+		return err
+	}
+	switch {
+	case changed:
+		k.log.Info("slurmdbd starts again on new settings")
+		if err := k.systemctl(ctx, "enable", "--now", "slurmdbd", "&&restart"); err != nil {
+			return err
+		}
+	case !k.active(ctx, "slurmdbd"):
+		if err := k.systemctl(ctx, "enable", "--now", "slurmdbd"); err != nil {
+			return err
+		}
+	}
+	if err := k.waitFor(ctx, "slurmdbd", "sacctmgr", "-n", "-P", "show", "cluster", "format=cluster"); err != nil {
+		return err
+	}
+	name := clusterName(files["slurm.conf"])
+	if name == "" || k.clusterAdded == name {
+		return nil
+	}
+	out, err = k.host.Run(ctx, nil, "sacctmgr", "-n", "-P", "show", "cluster", "format=cluster")
+	if err != nil {
+		return fmt.Errorf("sacctmgr show cluster: %v: %s", err, lastLine(out))
+	}
+	for _, l := range strings.Split(string(out), "\n") {
+		if strings.TrimSpace(l) == name {
+			k.clusterAdded = name
+			return nil
+		}
+	}
+	k.log.Info("the cluster is added to Slurm's accounting", "cluster", name)
+	if out, err := k.host.Run(ctx, nil, "sacctmgr", "-i", "add", "cluster", name); err != nil {
+		return fmt.Errorf("sacctmgr add cluster %s: %v: %s", name, err, lastLine(out))
+	}
+	k.clusterAdded = name
+	return nil
+}
+
+// mariaDBSettings keeps MariaDB to this machine, when llmgw installed it;
+// one that was here before llmgw keeps its own settings, and only gets the
+// database and its user.
+func (k *Keeper) mariaDBSettings(ctx context.Context) (bool, error) {
+	if _, err := k.host.ReadFile(k.mariaDBMarker()); err != nil {
+		return false, nil
+	}
+	for _, d := range mariaDBConfDirs {
+		if _, err := k.host.Run(ctx, nil, "test", "-d", d); err == nil {
+			return k.write(d+"/"+mariaDBConfName, []byte(slurm.MariaDBConf), 0o644, "")
+		}
+	}
+	return false, fmt.Errorf("MariaDB has none of %s to put its settings in", strings.Join(mariaDBConfDirs, ", "))
+}
+
+// mariaDBMarker is there when llmgw installed MariaDB on this machine.
+func (k *Keeper) mariaDBMarker() string { return k.marker + "-mariadb" }
+
+// mariaDBClient is MariaDB's command-line client, under either of its
+// names.
+func (k *Keeper) mariaDBClient() (string, error) {
+	for _, c := range []string{"mariadb", "mysql"} {
+		if _, err := k.host.LookPath(c); err == nil {
+			return c, nil
+		}
+	}
+	return "", errors.New("MariaDB's client (mariadb or mysql) is not installed")
+}
+
+// waitFor runs a command until it succeeds, half a minute at most.
+func (k *Keeper) waitFor(ctx context.Context, what, name string, args ...string) error {
+	var last []byte
+	for range 30 {
+		out, err := k.host.Run(ctx, nil, name, args...)
+		if err == nil {
+			return nil
+		}
+		last = out
+		select {
+		case <-ctx.Done():
+			return ctx.Err()
+		case <-time.After(pingWait):
+		}
+	}
+	return fmt.Errorf("%s did not answer after starting: %s", what, lastLine(last))
+}
+
+// clusterName is ClusterName in slurm.conf.
+func clusterName(conf string) string {
+	sc := bufio.NewScanner(strings.NewReader(conf))
+	for sc.Scan() {
+		if v, ok := strings.CutPrefix(strings.TrimSpace(sc.Text()), "ClusterName="); ok {
+			return strings.TrimSpace(v)
+		}
+	}
+	return ""
+}
@@ -0,0 +1,150 @@
+package slurmnode
+
+import (
+	"context"
+	"fmt"
+	"path/filepath"
+	"strings"
+
+	llmgwv1 "gitea.mynodes.xyz/ilker/llmgw/api/gen/llmgw/v1"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/slurm"
+)
+
+// What a machine says of the shared path.
+const (
+	SharedMounted  = "mounted"
+	SharedExported = "exported"
+	SharedMissing  = "missing"
+)
+
+// shared keeps the shared path as want says: exported from here, mounted
+// from an export, or looked for where the site mounts it. Answers how it
+// is.
+func (k *Keeper) shared(ctx context.Context, want *llmgwv1.Slurm) (string, error) {
+	sh := want.GetShared()
+	path := sh.GetPath()
+	k.unshare(ctx, path, sh.GetServe(), sh.GetNfs())
+	if path == "" {
+		return "", nil
+	}
+	if !strings.HasPrefix(path, "/") || strings.Contains(path, "..") || strings.ContainsAny(path, " \n\t\"'\\$`") {
+		return SharedMissing, fmt.Errorf("the leader sent a path %q", path)
+	}
+	switch {
+	case sh.GetServe():
+		if err := k.host.MkdirAll(path, 0o755, ""); err != nil {
+			return SharedMissing, err
+		}
+		changed, err := k.write(slurm.ExportsPath, []byte(slurm.Exports(path, sh.GetClients())), 0o644, "")
+		if err != nil {
+			return SharedMissing, err
+		}
+		if !k.active(ctx, "nfs-server") {
+			k.log.Info("NFS starts on this machine, exporting the Slurm cluster's shared files", "path", path)
+			if err := k.systemctl(ctx, "enable", "--now", "nfs-server"); err != nil {
+				return SharedMissing, err
+			}
+			changed = true
+		}
+		if changed {
+			if out, err := k.host.Run(ctx, nil, "exportfs", "-ra"); err != nil {
+				return SharedMissing, fmt.Errorf("exportfs -ra: %v: %s", err, lastLine(out))
+			}
+		}
+		return SharedExported, nil
+	case sh.GetNfs() != "":
+		nfs := sh.GetNfs()
+		if strings.ContainsAny(nfs, " \n\t\"'\\$`") || !strings.Contains(nfs, ":/") {
+			return SharedMissing, fmt.Errorf("the leader sent an export %q", nfs)
+		}
+		if err := k.host.MkdirAll(path, 0o755, ""); err != nil {
+			return SharedMissing, err
+		}
+		unit := slurm.MountUnitName(path)
+		changed, err := k.write(filepath.Join(slurm.MountUnitDir, unit), []byte(slurm.MountUnit(nfs, path)), 0o644, "")
+		if err != nil {
+			return SharedMissing, err
+		}
+		if changed {
+			k.log.Info("the Slurm cluster's shared files are mounted here", "from", nfs, "at", path)
+			if err := k.systemctl(ctx, "daemon-reload"); err != nil {
+				return SharedMissing, err
+			}
+			if err := k.systemctl(ctx, "enable", unit); err != nil {
+				return SharedMissing, err
+			}
+			// From another export: a restart mounts the new one, and fails
+			// while a job still has files open on the old.
+			if err := k.systemctl(ctx, "restart", unit); err != nil {
+				return SharedMissing, err
+			}
+		} else if !k.active(ctx, unit) {
+			if err := k.systemctl(ctx, "start", unit); err != nil {
+				return SharedMissing, err
+			}
+		}
+	}
+	if _, err := k.host.Run(ctx, nil, "mountpoint", "-q", path); err != nil {
+		if sh.GetNfs() == "" {
+			return SharedMissing, fmt.Errorf("%s is not mounted here: the site mounts it (slurm.shared names no export)", path)
+		}
+		return SharedMissing, fmt.Errorf("%s is not mounted from %s", path, sh.GetNfs())
+	}
+	return SharedMounted, nil
+}
+
+// unshare takes away the export or the mount llmgw kept here that want no
+// longer has: path is where the files are wanted now, serve and nfs how.
+func (k *Keeper) unshare(ctx context.Context, path string, serve bool, nfs string) {
+	if _, err := k.host.ReadFile(slurm.ExportsPath); err == nil && (!serve || path == "") {
+		k.log.Info("this machine no longer exports the Slurm cluster's shared files")
+		_ = k.host.Remove(slurm.ExportsPath)
+		_, _ = k.host.Run(ctx, nil, "exportfs", "-ra")
+	}
+	out, err := k.host.Run(ctx, nil, "systemctl", "list-units", "--all", "--plain", "--no-legend", "--type=mount")
+	if err != nil {
+		return
+	}
+	keep := ""
+	if path != "" && nfs != "" && !serve {
+		keep = slurm.MountUnitName(path)
+	}
+	for _, l := range strings.Split(string(out), "\n") {
+		f := strings.Fields(l)
+		if len(f) == 0 || f[0] == keep {
+			continue
+		}
+		file := filepath.Join(slurm.MountUnitDir, f[0])
+		b, err := k.host.ReadFile(file)
+		if err != nil || !strings.HasPrefix(string(b), "# Written by llmgw (BACKLOG P): the Slurm cluster's shared files.") {
+			continue
+		}
+		k.log.Info("the Slurm cluster's old shared mount is taken away", "unit", f[0])
+		if err := k.systemctl(ctx, "disable", "--now", f[0]); err != nil {
+			k.log.Warn("could not unmount the old shared files", "unit", f[0], "err", err)
+			continue
+		}
+		_ = k.host.Remove(file)
+		_ = k.systemctl(ctx, "daemon-reload")
+	}
+}
+
+// sharedPackages are what the shared path needs here, by the command that
+// shows each is installed.
+func sharedPackages(want *llmgwv1.Slurm, need map[string][2]string) {
+	switch sh := want.GetShared(); {
+	case sh.GetPath() == "":
+	case sh.GetServe():
+		need["exportfs"] = [2]string{"nfs-kernel-server", "nfs-utils"}
+	case sh.GetNfs() != "":
+		need["mount.nfs"] = [2]string{"nfs-common", "nfs-utils"}
+	}
+}
+
+// Serves is whether this machine exports the shared files, so NFS's port
+// is kept for the cluster's networks.
+func (k *Keeper) Serves() bool {
+	k.mu.Lock()
+	defer k.mu.Unlock()
+	return k.want.GetShared().GetServe() && k.want.GetShared().GetPath() != ""
+}
@@ -0,0 +1,171 @@
+package slurmnode
+
+import (
+	"context"
+	"slices"
+	"strings"
+	"testing"
+
+	llmgwv1 "gitea.mynodes.xyz/ilker/llmgw/api/gen/llmgw/v1"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/slurm"
+)
+
+func ayse() *llmgwv1.SlurmUser {
+	return &llmgwv1.SlurmUser{Login: "ayse", Uid: 200000, Name: "Ayşe Y.", Home: "/shared/home/ayse",
+		SshKeys: []string{"ssh-ed25519 AAAA ayse@laptop"}}
+}
+
+func TestTheServerExportsAndMakesUsersWithHomes(t *testing.T) {
+	h := newFake()
+	h.active["ssh"] = true
+	inst := &fakeInst{host: h}
+	k := New(h, inst, "/var/lib/llmgw-agent/slurm", nil)
+	m := nodeMsg(false)
+	m.Shared = &llmgwv1.SlurmShared{Path: "/shared", Serve: true, Clients: []string{"10.0.0.22", "10.0.0.21"}}
+	m.ManageUsers, m.MakeHomes, m.Users = true, true, []*llmgwv1.SlurmUser{ayse()}
+	h.fail["test -d /shared/home/ayse"] = true
+	h.files[slurm.PAMSSHD] = []byte(pamStack)
+	st := k.Reconcile(context.Background(), m)
+	if st.GetError() != "" {
+		t.Fatal(st.GetError())
+	}
+	if st.GetShared() != SharedExported || st.GetUsers() != 1 {
+		t.Fatalf("status %v", st)
+	}
+	if !slices.Contains(inst.got["deb"], "nfs-kernel-server") {
+		t.Errorf("packages %v", inst.got)
+	}
+	if e := string(h.files[slurm.ExportsPath]); !strings.Contains(e, `"/shared" 10.0.0.21(`) {
+		t.Errorf("exports:\n%s", e)
+	}
+	for _, want := range []string{"systemctl enable --now nfs-server", "exportfs -ra", "groupadd -g 200000 ayse",
+		"useradd -u 200000 -g 200000 -M -d /shared/home/ayse -s /bin/bash -c Ayşe Y. ayse",
+		"install -d -m 0700 -o 200000 -g 200000 /shared/home/ayse", "sshd -t", "systemctl reload ssh"} {
+		if !slices.Contains(h.ran, want) {
+			t.Errorf("did not run %q:\n%s", want, strings.Join(h.ran, "\n"))
+		}
+	}
+	if string(h.files[slurm.AuthorizedKeysDir+"/ayse"]) != "ssh-ed25519 AAAA ayse@laptop\n" ||
+		string(h.files[k.usersMarker()]) != "ayse\n" || h.files[slurm.SSHDropIn] == nil {
+		t.Errorf("files: keys %q, marker %q", h.files[slurm.AuthorizedKeysDir+"/ayse"], h.files[k.usersMarker()])
+	}
+
+	// Again, made: nothing is run again.
+	h.outputs["getent passwd ayse"] = "ayse:x:200000:200000:Ayşe Y.:/shared/home/ayse:/bin/bash\n"
+	delete(h.fail, "test -d /shared/home/ayse")
+	h.ran = nil
+	k.Reconcile(context.Background(), m)
+	for _, c := range h.ran {
+		if strings.HasPrefix(c, "useradd") || strings.HasPrefix(c, "usermod") || strings.HasPrefix(c, "exportfs") ||
+			strings.HasPrefix(c, "install") || c == "systemctl reload ssh" {
+			t.Errorf("ran %q again", c)
+		}
+	}
+
+	// Gone from the accounts: taken away, its home left.
+	m.Users = nil
+	k.Reconcile(context.Background(), m)
+	if !slices.Contains(h.ran, "userdel ayse") || h.files[k.usersMarker()] != nil || h.files[slurm.SSHDropIn] != nil ||
+		h.files[slurm.AuthorizedKeysDir+"/ayse"] != nil {
+		t.Errorf("not taken away:\n%s", strings.Join(h.ran, "\n"))
+	}
+	if slices.ContainsFunc(h.ran, func(c string) bool { return strings.HasPrefix(c, "rm") || strings.Contains(c, "userdel -r") }) {
+		t.Error("a home was removed")
+	}
+}
+
+func TestAClientMountsAndLeavesOthersUsersAlone(t *testing.T) {
+	h := newFake()
+	inst := &fakeInst{host: h}
+	k := New(h, inst, "/var/lib/llmgw-agent/slurm", nil)
+	m := nodeMsg(false)
+	m.Shared = &llmgwv1.SlurmShared{Path: "/shared", Nfs: "10.0.0.11:/shared"}
+	bob := &llmgwv1.SlurmUser{Login: "bob", Uid: 200001, Home: "/shared/home/bob"}
+	m.ManageUsers, m.Users = true, []*llmgwv1.SlurmUser{ayse(), bob}
+	// The site's own ayse, with its own UID.
+	h.outputs["getent passwd ayse"] = "ayse:x:1001:1001::/home/ayse:/bin/bash\n"
+	st := k.Reconcile(context.Background(), m)
+	if st.GetShared() != SharedMounted || st.GetUsers() != 1 {
+		t.Fatalf("status %v", st)
+	}
+	if !strings.Contains(st.GetError(), "ayse is already a user here with UID 1001") {
+		t.Errorf("error %q", st.GetError())
+	}
+	if u := string(h.files["/etc/systemd/system/shared.mount"]); !strings.Contains(u, "What=10.0.0.11:/shared") {
+		t.Fatalf("unit:\n%s", u)
+	}
+	for _, want := range []string{"systemctl enable shared.mount", "systemctl restart shared.mount", "mountpoint -q /shared",
+		"useradd -u 200001 -g 200001 -M -d /shared/home/bob -s /bin/bash -c  bob"} {
+		if !slices.Contains(h.ran, want) {
+			t.Errorf("did not run %q:\n%s", want, strings.Join(h.ran, "\n"))
+		}
+	}
+	if slices.ContainsFunc(h.ran, func(c string) bool { return strings.Contains(c, "ayse") && !strings.HasPrefix(c, "getent") }) ||
+		slices.ContainsFunc(h.ran, func(c string) bool { return strings.HasPrefix(c, "install -d") }) {
+		t.Errorf("touched the site's ayse, or made a home:\n%s", strings.Join(h.ran, "\n"))
+	}
+	if string(h.files[k.usersMarker()]) != "bob\n" {
+		t.Errorf("marker %q", h.files[k.usersMarker()])
+	}
+
+	// Not mounted: said.
+	h.fail["mountpoint -q /shared"] = true
+	if st := k.Reconcile(context.Background(), m); st.GetShared() != SharedMissing ||
+		!strings.Contains(st.GetError(), "not mounted from 10.0.0.11:/shared") {
+		t.Errorf("status %v", st)
+	}
+
+	// No shared path any more: the mount is taken away.
+	h.outputs["systemctl list-units --all --plain --no-legend --type=mount"] = "shared.mount loaded active mounted llmgw\n"
+	m.Shared = nil
+	k.Reconcile(context.Background(), m)
+	if !slices.Contains(h.ran, "systemctl disable --now shared.mount") || h.files["/etc/systemd/system/shared.mount"] != nil {
+		t.Errorf("mount kept:\n%s", strings.Join(h.ran, "\n"))
+	}
+}
+
+const pamStack = "@include common-auth\naccount required pam_nologin.so\n@include common-account\n@include common-session\n"
+
+func TestUsersReachANodeOnlyThroughTheirJobs(t *testing.T) {
+	h := newFake()
+	inst := &fakeInst{host: h}
+	k := New(h, inst, "/var/lib/llmgw-agent/slurm", nil)
+	h.files[slurm.PAMSSHD] = []byte(pamStack)
+	// The module is not there until its package is installed.
+	for _, d := range slurm.ModuleDirs {
+		h.fail["test -f "+d+"/"+slurm.AdoptModule] = true
+	}
+	m := nodeMsg(true)
+	m.ManageUsers, m.Users = true, []*llmgwv1.SlurmUser{ayse()}
+	k.Reconcile(context.Background(), m)
+	if !slices.Contains(inst.got["deb"], "libpam-slurm-adopt") {
+		t.Fatalf("not installed: %v", inst.got)
+	}
+	if got := string(h.files[slurm.PAMSSHD]); got != pamStack {
+		t.Fatalf("lines put in with the module still missing:\n%s", got)
+	}
+	delete(h.fail, "test -f "+slurm.ModuleDirs[0]+"/"+slurm.AdoptModule)
+	st := k.Reconcile(context.Background(), m)
+	got := string(h.files[slurm.PAMSSHD])
+	if !strings.Contains(got, "pam_listfile.so item=user sense=allow file="+k.usersMarker()) ||
+		!strings.Contains(got, "account required "+slurm.AdoptModule) {
+		t.Fatalf("not held to their jobs (%s):\n%s", st.GetError(), got)
+	}
+
+	// The controller is where they log in: not held there.
+	m.Controller = true
+	m.Files = map[string]string{"slurm.conf": "x"}
+	k.Reconcile(context.Background(), m)
+	if string(h.files[slurm.PAMSSHD]) != pamStack {
+		t.Errorf("held on the controller:\n%s", h.files[slurm.PAMSSHD])
+	}
+
+	// No users of llmgw's any more: the lines go.
+	m.Controller, m.Files = false, nil
+	k.Reconcile(context.Background(), m)
+	m.Users = nil
+	k.Reconcile(context.Background(), m)
+	if string(h.files[slurm.PAMSSHD]) != pamStack {
+		t.Errorf("lines left with no users:\n%s", h.files[slurm.PAMSSHD])
+	}
+}
@@ -0,0 +1,733 @@
+// Package slurmnode keeps this machine's part in the Slurm cluster run beside
+// llmgw (BACKLOG P), as the leader says: slurmctld on the controller, slurmd
+// on a node, munge on both, installed from the machine's own package sources.
+//
+// What the leader sends is wanted state, kept by Keeper's loop: sent again,
+// or checked again a minute later, it changes nothing that is already so.
+package slurmnode
+
+import (
+	"bytes"
+	"context"
+	"crypto/sha256"
+	"encoding/hex"
+	"errors"
+	"fmt"
+	"io"
+	"io/fs"
+	"log/slog"
+	"net/http"
+	"os"
+	"os/exec"
+	"os/user"
+	"path/filepath"
+	"slices"
+	"strconv"
+	"strings"
+	"sync"
+	"time"
+
+	"google.golang.org/protobuf/proto"
+
+	llmgwv1 "gitea.mynodes.xyz/ilker/llmgw/api/gen/llmgw/v1"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/slurm"
+)
+
+// Host is what Keeper does to the machine; Local in the agent, a fake in
+// tests.
+type Host interface {
+	Run(ctx context.Context, env []string, name string, args ...string) ([]byte, error)
+	LookPath(name string) (string, error)
+	ReadFile(path string) ([]byte, error)
+	// WriteFile writes b at path with mode, owned by owner ("" for root),
+	// making its directory.
+	WriteFile(path string, b []byte, mode fs.FileMode, owner string) error
+	// MkdirAll makes path, owned by owner.
+	MkdirAll(path string, mode fs.FileMode, owner string) error
+	Remove(path string) error
+	// Download fetches url to path, kept only if its SHA-256 is sha; a file
+	// already there with it is not fetched again.
+	Download(ctx context.Context, url, path, sha string) error
+}
+
+// Installer installs packages by family, "deb" and "rpm".
+type Installer interface {
+	InstallPackages(ctx context.Context, byFamily map[string][]string) error
+}
+
+// Reasons llmgw drains a node with; one drained for another reason, by a
+// Slurm administrator, is never resumed by llmgw.
+const (
+	ReasonServing = "llmgw: serving models"
+	reasonPrefix  = "llmgw"
+)
+
+// DropIn is the unit drop-in that starts slurmd configless.
+const DropIn = "/etc/systemd/system/slurmd.service.d/llmgw.conf"
+
+// Keeper keeps the machine as the last Slurm message says.
+type Keeper struct {
+	host   Host
+	inst   Installer
+	log    *slog.Logger
+	marker string
+
+	mu   sync.Mutex
+	want *llmgwv1.Slurm
+	kick chan struct{}
+	// resend has the next status sent even if unchanged: a new stream's
+	// control plane may never have had it.
+	resend bool
+	// installed is true once the packages were found or put there, so a
+	// minute's check does not look again.
+	installed map[string]bool
+	files     string
+	// acctDone is the digest of the password the database's user was last
+	// given; clusterAdded the cluster last found in the accounting.
+	acctDone     string
+	clusterAdded string
+}
+
+// New is a Keeper; marker is a file it keeps while it runs Slurm here, so
+// an agent started again knows to stop what it started when told it has no
+// part any more.
+func New(host Host, inst Installer, marker string, log *slog.Logger) *Keeper {
+	if log == nil {
+		log = slog.Default()
+	}
+	return &Keeper{host: host, inst: inst, log: log, marker: marker,
+		kick: make(chan struct{}, 1), installed: map[string]bool{}}
+}
+
+// Apply is a new message from the leader: kept from now on.
+func (k *Keeper) Apply(m *llmgwv1.Slurm) {
+	k.mu.Lock()
+	k.want = proto.CloneOf(m)
+	k.mu.Unlock()
+	select {
+	case k.kick <- struct{}{}:
+	default:
+	}
+}
+
+// HasPart is whether the last message gives this machine a part in Slurm.
+func (k *Keeper) HasPart() bool {
+	k.mu.Lock()
+	defer k.mu.Unlock()
+	return k.want.GetController() || k.want.GetNode()
+}
+
+// Resend has the status sent again on the next pass, which it starts now.
+func (k *Keeper) Resend() {
+	k.mu.Lock()
+	k.resend = true
+	k.mu.Unlock()
+	select {
+	case k.kick <- struct{}{}:
+	default:
+	}
+}
+
+// Every is how often the machine is checked again without a new message.
+var Every = time.Minute
+
+// resendAfter is how often an unchanged status is sent anyway.
+const resendAfter = 5 * time.Minute
+
+// Run keeps the machine until ctx ends, sending its status when it changes
+// and every few minutes while it has a part.
+func (k *Keeper) Run(ctx context.Context, send func(*llmgwv1.SlurmStatus)) {
+	t := time.NewTicker(Every)
+	defer t.Stop()
+	var last *llmgwv1.SlurmStatus
+	var sent time.Time
+	for {
+		select {
+		case <-ctx.Done():
+			return
+		case <-k.kick:
+		case <-t.C:
+		}
+		k.mu.Lock()
+		want, again := k.want, k.resend
+		k.resend = false
+		k.mu.Unlock()
+		if want == nil {
+			continue
+		}
+		st := k.Reconcile(ctx, want)
+		if st == nil {
+			last = nil
+			continue
+		}
+		if again || !proto.Equal(st, last) || time.Since(sent) > resendAfter {
+			send(st)
+			last, sent = st, time.Now()
+		}
+	}
+}
+
+// Reconcile makes the machine what want says once, and answers its status;
+// nil when it has no part in Slurm.
+func (k *Keeper) Reconcile(ctx context.Context, want *llmgwv1.Slurm) *llmgwv1.SlurmStatus {
+	ctx, cancel := context.WithTimeout(ctx, 20*time.Minute)
+	defer cancel()
+	if !want.GetController() && !want.GetNode() {
+		k.stop(ctx)
+		return nil
+	}
+	st := &llmgwv1.SlurmStatus{}
+	fail := func(what string, err error) *llmgwv1.SlurmStatus {
+		st.Error = what + ": " + err.Error()
+		k.log.Warn("keeping Slurm on this node: "+what, "err", err)
+		return st
+	}
+	if err := k.ensurePackages(ctx, want); err != nil {
+		return fail("installing Slurm", err)
+	}
+	// From the daemon, not scontrol: a client command looks for its files
+	// even to say its version, and a configless node has none before slurmd
+	// has fetched them.
+	daemon := "slurmd"
+	if !want.GetNode() {
+		daemon = "slurmctld"
+	}
+	out, err := k.host.Run(ctx, nil, daemon, "-V")
+	if err != nil {
+		return fail("reading Slurm's version", fmt.Errorf("%v: %s", err, lastLine(out)))
+	}
+	v, err := slurm.ParseVersion(string(out))
+	if err != nil {
+		return fail("reading Slurm's version", err)
+	}
+	st.Version = strings.TrimSpace(string(out))
+	if i := strings.LastIndexByte(st.Version, ' '); i >= 0 {
+		st.Version = st.Version[i+1:]
+	}
+	if slurm.TooOld(v) {
+		return fail("Slurm", fmt.Errorf("%d.%02d is older than %d.%02d, the first to run jobs in cgroup v2; "+
+			"a newer release of the distribution, or Slurm's own packages, has one", v[0], v[1],
+			slurm.MinVersion[0], slurm.MinVersion[1]))
+	}
+	if err := k.host.WriteFile(k.marker, []byte("llmgw runs Slurm here (BACKLOG P)\n"), 0o644, ""); err != nil {
+		return fail("keeping its marker", err)
+	}
+	if err := k.munge(ctx, want.GetMungeKey()); err != nil {
+		return fail("munge", err)
+	}
+	// The shared files, then the users whose homes are on them. Neither
+	// keeps Slurm from running: what goes wrong is said, and Slurm kept.
+	var shErr, usErr error
+	st.Shared, shErr = k.shared(ctx, want)
+	if shErr != nil {
+		k.log.Warn("keeping the Slurm cluster's shared files on this node", "err", shErr)
+	}
+	if shErr == nil || !want.GetMakeHomes() || want.GetShared().GetPath() == "" {
+		st.Users, usErr = k.users(ctx, want)
+	} else {
+		// Homes made now would be made beside the shared files, not on them.
+		usErr = errors.New("waiting for the shared files, where the homes are")
+	}
+	if usErr != nil {
+		k.log.Warn("keeping the Slurm users on this node", "err", usErr)
+	}
+	// Jobs in containers; Slurm runs without them, and is kept anyway.
+	var ctErr error
+	if st.Containers, ctErr = k.containers(ctx, want); ctErr != nil {
+		k.log.Warn("setting up jobs in containers on this node", "err", ctErr)
+	}
+	defer func() {
+		switch {
+		case st.Error != "":
+		case shErr != nil:
+			st.Error = "shared files: " + shErr.Error()
+		case usErr != nil:
+			st.Error = "users: " + usErr.Error()
+		case ctErr != nil:
+			st.Error = "containers: " + ctErr.Error()
+		}
+	}()
+	if want.GetController() {
+		// Accounting first: slurmctld reports to it from its first start.
+		// Without it slurmctld still runs jobs, a pass of backfill late
+		// each; so a failure here is said, and slurmctld is kept anyway.
+		var acctErr error
+		if acctErr = k.accounting(ctx, want.GetMungeKey(), want.GetFiles()); acctErr != nil {
+			k.log.Warn("keeping Slurm's accounting on this node", "err", acctErr)
+		}
+		st.SlurmdbdRunning = k.active(ctx, "slurmdbd")
+		defer func() {
+			if acctErr != nil && st.Error == "" {
+				st.Error = "slurmdbd: " + acctErr.Error()
+			}
+		}()
+		sum, err := k.controller(ctx, want.GetFiles())
+		st.FilesSha256 = sum
+		if err != nil {
+			return fail("slurmctld", err)
+		}
+		st.SlurmctldRunning = k.active(ctx, "slurmctld")
+	}
+	if want.GetNode() {
+		if err := k.node(ctx, want, st); err != nil {
+			return fail("slurmd", err)
+		}
+	}
+	return st
+}
+
+func (k *Keeper) ensurePackages(ctx context.Context, want *llmgwv1.Slurm) error {
+	need := map[string][2]string{
+		"munged":   {"munge", "munge"},
+		"scontrol": {"slurm-client", "slurm"},
+	}
+	if want.GetController() {
+		need["slurmctld"] = [2]string{"slurmctld", "slurm-slurmctld"}
+		need["slurmdbd"] = [2]string{"slurmdbd", "slurm-slurmdbd"}
+		need["mariadbd"] = [2]string{"mariadb-server", "mariadb-server"}
+	}
+	if want.GetNode() {
+		need["slurmd"] = [2]string{"slurmd", "slurm-slurmd"}
+	}
+	sharedPackages(want, need)
+	pkgs := map[string][]string{}
+	for bin, p := range need {
+		if k.installed[bin] {
+			continue
+		}
+		if _, err := k.host.LookPath(bin); err == nil {
+			k.installed[bin] = true
+			continue
+		}
+		pkgs["deb"] = append(pkgs["deb"], p[0])
+		pkgs["rpm"] = append(pkgs["rpm"], p[1])
+	}
+	if len(pkgs) == 0 {
+		return nil
+	}
+	slices.Sort(pkgs["deb"])
+	slices.Sort(pkgs["rpm"])
+	if k.inst == nil {
+		return fmt.Errorf("%s missing, and this agent installs nothing", strings.Join(pkgs["deb"], ", "))
+	}
+	k.log.Info("installing Slurm, as the cluster's settings say", "packages", pkgs["deb"])
+	if err := k.inst.InstallPackages(ctx, pkgs); err != nil {
+		return err
+	}
+	if slices.Contains(pkgs["deb"], "mariadb-server") {
+		// Installed by llmgw: its settings are llmgw's to keep. One that was
+		// here before is another's, and is left as it is.
+		if err := k.host.WriteFile(k.mariaDBMarker(), []byte("llmgw installed MariaDB here, for Slurm's accounting\n"),
+			0o644, ""); err != nil {
+			return err
+		}
+	}
+	for bin := range need {
+		if _, err := k.host.LookPath(bin); err != nil {
+			return fmt.Errorf("%s is still missing after installing %s", bin, strings.Join(pkgs["deb"], ", "))
+		}
+		k.installed[bin] = true
+	}
+	return nil
+}
+
+// munge writes the cluster's key and keeps munged running on it.
+func (k *Keeper) munge(ctx context.Context, key []byte) error {
+	if len(key) < 32 {
+		return errors.New("the leader sent no key")
+	}
+	changed, err := k.write(slurm.MungeKeyPath, key, 0o400, "munge")
+	if err != nil {
+		return err
+	}
+	if changed {
+		k.log.Info("munge key written; munge starts again on it")
+		return k.systemctl(ctx, "enable", "--now", "munge", "&&restart")
+	}
+	if !k.active(ctx, "munge") {
+		return k.systemctl(ctx, "enable", "--now", "munge")
+	}
+	return nil
+}
+
+// controller writes the files and keeps slurmctld running on them,
+// answering their digest.
+func (k *Keeper) controller(ctx context.Context, files map[string]string) (string, error) {
+	if files["slurm.conf"] == "" {
+		return "", errors.New("the leader sent no slurm.conf")
+	}
+	for _, d := range []string{slurm.StateDir, slurm.LogDir} {
+		if err := k.host.MkdirAll(d, 0o755, "slurm"); err != nil {
+			return "", err
+		}
+	}
+	names := make([]string, 0, len(files))
+	for n := range files {
+		names = append(names, n)
+	}
+	slices.Sort(names)
+	h := sha256.New()
+	changed := false
+	for _, n := range names {
+		if strings.ContainsAny(n, "/\\") || n == "" || n == "." || n == ".." {
+			return "", fmt.Errorf("the leader sent a file named %q", n)
+		}
+		fmt.Fprintf(h, "%s\x00%s\x00", n, files[n])
+		c, err := k.write(filepath.Join(slurm.ConfDir, n), []byte(files[n]), 0o644, "")
+		if err != nil {
+			return "", err
+		}
+		changed = changed || c
+	}
+	sum := hex.EncodeToString(h.Sum(nil))
+	if changed || sum != k.files {
+		if err := k.systemctl(ctx, "enable", "slurmctld"); err != nil {
+			return sum, err
+		}
+		// Nodes added or taken away need a restart before 23.11 and a
+		// reconfigure after it; a restart does both, and running jobs live
+		// through it.
+		k.log.Info("slurmctld starts again on new files")
+		if err := k.systemctl(ctx, "restart", "slurmctld"); err != nil {
+			return sum, err
+		}
+		if err := k.waitPing(ctx); err != nil {
+			return sum, err
+		}
+		// Hands the configless slurmd the new files.
+		if out, err := k.host.Run(ctx, nil, "scontrol", "reconfigure"); err != nil {
+			return sum, fmt.Errorf("scontrol reconfigure: %v: %s", err, lastLine(out))
+		}
+		k.files = sum
+		return sum, nil
+	}
+	if !k.active(ctx, "slurmctld") {
+		return sum, k.systemctl(ctx, "enable", "--now", "slurmctld")
+	}
+	return sum, nil
+}
+
+func (k *Keeper) waitPing(ctx context.Context) error {
+	var last []byte
+	for range 30 {
+		out, err := k.host.Run(ctx, nil, "scontrol", "ping")
+		if err == nil && bytes.Contains(out, []byte("UP")) {
+			return nil
+		}
+		last = out
+		select {
+		case <-ctx.Done():
+			return ctx.Err()
+		case <-time.After(pingWait):
+		}
+	}
+	return fmt.Errorf("slurmctld did not answer after starting: %s", lastLine(last))
+}
+
+var pingWait = time.Second
+
+// node keeps slurmd running configless and puts the node in or out of the
+// controller's hands as lent says.
+func (k *Keeper) node(ctx context.Context, want *llmgwv1.Slurm, st *llmgwv1.SlurmStatus) error {
+	name, server := want.GetName(), want.GetConfServer()
+	if name == "" || server == "" {
+		return errors.New("the leader sent no name or controller")
+	}
+	if strings.ContainsAny(name+server, " \n\t\"'\\$`") {
+		return fmt.Errorf("the leader sent a name or controller with spaces or quotes in it")
+	}
+	for _, d := range []string{slurm.SpoolDir, slurm.LogDir} {
+		if err := k.host.MkdirAll(d, 0o755, "slurm"); err != nil {
+			return err
+		}
+	}
+	bin, err := k.host.LookPath("slurmd")
+	if err != nil {
+		return err
+	}
+	unit := "# Written by llmgw (BACKLOG P): slurmd fetches its files from slurmctld.\n" +
+		"[Unit]\nConditionPathExists=\nStartLimitIntervalSec=0\n" +
+		// --systemd as the packaged unit has it (Type=notify, since 22.05):
+		// without it systemd waits for a readiness that never comes.
+		"[Service]\nExecStart=\nExecStart=" + bin + " --systemd --conf-server " + server + " -N " + name + "\n" +
+		// A node new to the controller is refused until the leader has
+		// written it into slurm.conf; tried again until it is.
+		"Restart=on-failure\nRestartSec=15\n"
+	changed, err := k.write(DropIn, []byte(unit), 0o644, "")
+	if err != nil {
+		return err
+	}
+	if out, err := k.host.Run(ctx, nil, "slurmd", "-C"); err == nil {
+		st.Hardware = strings.TrimSpace(string(out))
+	}
+	if changed {
+		if err := k.systemctl(ctx, "daemon-reload"); err != nil {
+			return err
+		}
+		if err := k.systemctl(ctx, "enable", "slurmd"); err != nil {
+			return err
+		}
+		if err := k.systemctl(ctx, "restart", "slurmd"); err != nil {
+			return err
+		}
+	} else if !k.active(ctx, "slurmd") {
+		if err := k.systemctl(ctx, "enable", "--now", "slurmd"); err != nil {
+			return err
+		}
+	}
+	st.SlurmdRunning = k.active(ctx, "slurmd")
+
+	st.Jobs = k.localJobs(ctx)
+	env := k.clientEnv()
+	out, err := k.host.Run(ctx, env, "scontrol", "show", "node", "-o", name)
+	if err != nil {
+		// Not in slurm.conf yet: the leader writes it once this node's
+		// hardware is in.
+		return nil
+	}
+	ns, err := slurm.ParseNodeState(string(out))
+	if err != nil {
+		return nil
+	}
+	ours := ns.Reason == "" || strings.HasPrefix(ns.Reason, reasonPrefix)
+	switch {
+	case want.GetLent() && ns.Drained() && ours:
+		k.log.Info("this node is lent to Slurm: resumed there")
+		if out, err := k.host.Run(ctx, env, "scontrol", "update", "NodeName="+name, "State=RESUME"); err != nil {
+			return fmt.Errorf("resuming the node: %v: %s", err, lastLine(out))
+		}
+	case !want.GetLent() && !strings.Contains(ns.State, "DRAIN"):
+		k.log.Info("this node is llmgw's: drained in Slurm, its jobs left to finish")
+		if out, err := k.host.Run(ctx, env, "scontrol", "update", "NodeName="+name, "State=DRAIN",
+			"Reason="+ReasonServing); err != nil {
+			return fmt.Errorf("draining the node: %v: %s", err, lastLine(out))
+		}
+	}
+	if out, err := k.host.Run(ctx, env, "scontrol", "show", "node", "-o", name); err == nil {
+		if ns2, err := slurm.ParseNodeState(string(out)); err == nil {
+			ns = ns2
+		}
+	}
+	st.State, st.Reason = ns.State, ns.Reason
+	return nil
+}
+
+// localJobs counts the job steps running here, from their slurmstepd, not
+// from the controller: a job outlives a controller that is down, and is
+// what decides whether llmgw may have the cards back. The one slurmstepd
+// that is no job's, "slurmstepd infinity" holding slurmd's cgroup v2 scope,
+// is not counted. -1 when it cannot tell.
+func (k *Keeper) localJobs(ctx context.Context) int32 {
+	// pgrep exits 1 with no output when there is none.
+	out, err := k.host.Run(ctx, nil, "pgrep", "-a", "-x", "slurmstepd")
+	if err != nil && len(bytes.TrimSpace(out)) > 0 {
+		return -1
+	}
+	n := int32(0)
+	for _, line := range strings.Split(strings.TrimSpace(string(out)), "\n") {
+		f := strings.Fields(line)
+		if len(f) < 2 || f[len(f)-1] == "infinity" {
+			continue
+		}
+		n++
+	}
+	return n
+}
+
+// clientEnv points scontrol at slurmd's copy of the files on a node that is
+// not the controller, which has none of its own.
+func (k *Keeper) clientEnv() []string {
+	if _, err := k.host.ReadFile(filepath.Join(slurm.ConfDir, "slurm.conf")); err == nil {
+		return nil
+	}
+	return []string{"SLURM_CONF=" + filepath.Join(slurm.SpoolDir, "conf-cache", "slurm.conf")}
+}
+
+// stop stops what llmgw started here, if it did.
+func (k *Keeper) stop(ctx context.Context) {
+	if _, err := k.host.ReadFile(k.marker); err != nil {
+		return
+	}
+	k.log.Info("this node has no part in Slurm any more: slurmd, slurmctld and slurmdbd stopped; the packages and MariaDB stay")
+	// MariaDB stays: it may have been the machine's before, and holds the
+	// jobs' records.
+	for _, u := range []string{"slurmd", "slurmctld", "slurmdbd"} {
+		_ = k.systemctl(ctx, "disable", "--now", u)
+	}
+	_ = k.host.Remove(DropIn)
+	_ = k.systemctl(ctx, "daemon-reload")
+	k.unshare(ctx, "", false, "")
+	if err := k.removeUsers(ctx, k.madeUsers(), nil); err != nil {
+		k.log.Warn("could not take away every Slurm user llmgw made", "err", err)
+	}
+	_ = k.host.Remove(k.marker)
+	k.files, k.acctDone, k.clusterAdded = "", "", ""
+}
+
+// write writes a file when it differs, saying whether it did.
+func (k *Keeper) write(path string, b []byte, mode fs.FileMode, owner string) (bool, error) {
+	if old, err := k.host.ReadFile(path); err == nil && bytes.Equal(old, b) {
+		return false, nil
+	}
+	return true, k.host.WriteFile(path, b, mode, owner)
+}
+
+// systemctl runs systemctl; a last argument "&&restart" restarts the unit
+// after.
+func (k *Keeper) systemctl(ctx context.Context, args ...string) error {
+	restart := false
+	if n := len(args); n > 0 && args[n-1] == "&&restart" {
+		args, restart = args[:n-1], true
+	}
+	if out, err := k.host.Run(ctx, nil, "systemctl", args...); err != nil {
+		return fmt.Errorf("systemctl %s: %v: %s", strings.Join(args, " "), err, lastLine(out))
+	}
+	if restart {
+		u := args[len(args)-1]
+		if out, err := k.host.Run(ctx, nil, "systemctl", "restart", u); err != nil {
+			return fmt.Errorf("systemctl restart %s: %v: %s", u, err, lastLine(out))
+		}
+	}
+	return nil
+}
+
+func (k *Keeper) active(ctx context.Context, unit string) bool {
+	out, err := k.host.Run(ctx, nil, "systemctl", "is-active", unit)
+	return err == nil && strings.TrimSpace(string(out)) == "active"
+}
+
+func lastLine(b []byte) string {
+	s := strings.TrimSpace(string(b))
+	if i := strings.LastIndexByte(s, '\n'); i >= 0 {
+		s = s[i+1:]
+	}
+	return s
+}
+
+// Local is the machine the agent runs on.
+type Local struct{}
+
+// Run runs a command, with env added to the agent's.
+func (Local) Run(ctx context.Context, env []string, name string, args ...string) ([]byte, error) {
+	cmd := exec.CommandContext(ctx, name, args...)
+	if len(env) > 0 {
+		cmd.Env = append(os.Environ(), env...)
+	}
+	return cmd.CombinedOutput()
+}
+
+// LookPath finds a command, in the sbin directories too: an agent started
+// by systemd has them, one started by hand may not.
+func (Local) LookPath(name string) (string, error) {
+	if p, err := exec.LookPath(name); err == nil {
+		return p, nil
+	}
+	// /usr/libexec: Red Hat's mariadbd.
+	for _, d := range []string{"/usr/sbin", "/sbin", "/usr/local/sbin", "/usr/libexec"} {
+		p := filepath.Join(d, name)
+		if fi, err := os.Stat(p); err == nil && !fi.IsDir() {
+			return p, nil
+		}
+	}
+	return "", fmt.Errorf("%s is not installed", name)
+}
+
+// ReadFile reads a file.
+func (Local) ReadFile(path string) ([]byte, error) { return os.ReadFile(path) } //nolint:gosec // our paths
+
+// WriteFile writes a file whole, through a temporary one beside it.
+func (Local) WriteFile(path string, b []byte, mode fs.FileMode, owner string) error {
+	if err := os.MkdirAll(filepath.Dir(path), 0o755); err != nil { //nolint:gosec // system directories
+		return err
+	}
+	tmp := path + ".llmgw-new"
+	if err := os.WriteFile(tmp, b, mode); err != nil {
+		return err
+	}
+	if err := os.Chmod(tmp, mode); err != nil {
+		return err
+	}
+	if err := chown(tmp, owner); err != nil {
+		_ = os.Remove(tmp)
+		return err
+	}
+	return os.Rename(tmp, path)
+}
+
+// Download fetches url to path through a temporary file beside it, kept
+// only when its SHA-256 is sha.
+func (Local) Download(ctx context.Context, url, path, sha string) error {
+	if f, err := os.Open(path); err == nil { //nolint:gosec // our paths
+		h := sha256.New()
+		_, cerr := io.Copy(h, f)
+		_ = f.Close()
+		if cerr == nil && hex.EncodeToString(h.Sum(nil)) == sha {
+			return nil
+		}
+	}
+	if err := os.MkdirAll(filepath.Dir(path), 0o755); err != nil { //nolint:gosec // system directories
+		return err
+	}
+	ctx, cancel := context.WithTimeout(ctx, 10*time.Minute)
+	defer cancel()
+	req, err := http.NewRequestWithContext(ctx, http.MethodGet, url, nil)
+	if err != nil {
+		return err
+	}
+	resp, err := http.DefaultClient.Do(req)
+	if err != nil {
+		return fmt.Errorf("fetching %s: %w", url, err)
+	}
+	defer func() { _ = resp.Body.Close() }()
+	if resp.StatusCode != http.StatusOK {
+		return fmt.Errorf("fetching %s: %s", url, resp.Status)
+	}
+	tmp := path + ".llmgw-new"
+	f, err := os.OpenFile(tmp, os.O_CREATE|os.O_TRUNC|os.O_WRONLY, 0o644) //nolint:gosec // our paths
+	if err != nil {
+		return err
+	}
+	h := sha256.New()
+	_, err = io.Copy(io.MultiWriter(f, h), io.LimitReader(resp.Body, 1<<30))
+	if cerr := f.Close(); err == nil {
+		err = cerr
+	}
+	if err != nil {
+		_ = os.Remove(tmp)
+		return fmt.Errorf("fetching %s: %w", url, err)
+	}
+	if got := hex.EncodeToString(h.Sum(nil)); got != sha {
+		_ = os.Remove(tmp)
+		return fmt.Errorf("%s has SHA-256 %s, not the %s llmgw was built with: not used", url, got, sha)
+	}
+	return os.Rename(tmp, path)
+}
+
+// MkdirAll makes a directory owned by owner.
+func (Local) MkdirAll(path string, mode fs.FileMode, owner string) error {
+	if err := os.MkdirAll(path, mode); err != nil {
+		return err
+	}
+	return chown(path, owner)
+}
+
+// Remove removes a file, and is content when there is none.
+func (Local) Remove(path string) error {
+	if err := os.Remove(path); err != nil && !errors.Is(err, fs.ErrNotExist) {
+		return err
+	}
+	return nil
+}
+
+func chown(path, owner string) error {
+	if owner == "" {
+		return nil
+	}
+	u, err := user.Lookup(owner)
+	if err != nil {
+		return fmt.Errorf("user %s: %w (installed with its package)", owner, err)
+	}
+	uid, _ := strconv.Atoi(u.Uid)
+	gid, _ := strconv.Atoi(u.Gid)
+	return os.Chown(path, uid, gid)
+}
@@ -0,0 +1,367 @@
+package slurmnode
+
+import (
+	"context"
+	"errors"
+	"io/fs"
+	"path/filepath"
+	"slices"
+	"strings"
+	"testing"
+
+	llmgwv1 "gitea.mynodes.xyz/ilker/llmgw/api/gen/llmgw/v1"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/slurm"
+)
+
+type fakeHost struct {
+	files   map[string][]byte
+	owners  map[string]string
+	bins    map[string]bool
+	active  map[string]bool
+	ran     []string
+	outputs map[string]string
+	fail    map[string]bool
+	state   string
+	reason  string
+}
+
+func newFake() *fakeHost {
+	return &fakeHost{files: map[string][]byte{}, owners: map[string]string{}, bins: map[string]bool{},
+		active: map[string]bool{}, outputs: map[string]string{
+			"slurmd -V":     "slurm-wlm 23.11.4\n",
+			"slurmctld -V":  "slurm-wlm 23.11.4\n",
+			"scontrol ping": "Slurmctld(primary) at node06 is UP\n",
+			"slurmd -C":     "NodeName=cuda01 CPUs=16 RealMemory=64000\nUpTime=1-00:00:00\n",
+			"hostname -s":   "node06\n",
+		}, fail: map[string]bool{}, state: "IDLE+DRAIN", reason: slurm.ReasonNew}
+}
+
+func (f *fakeHost) Run(_ context.Context, env []string, name string, args ...string) ([]byte, error) {
+	c := strings.Join(append([]string{name}, args...), " ")
+	f.ran = append(f.ran, c)
+	if f.fail[c] {
+		return []byte("it failed"), errors.New("exit status 1")
+	}
+	switch {
+	case name == "systemctl" && len(args) >= 1:
+		u := args[len(args)-1]
+		switch args[0] {
+		case "is-active":
+			if f.active[u] {
+				return []byte("active\n"), nil
+			}
+			return []byte("inactive\n"), errors.New("exit status 3")
+		case "restart", "start":
+			f.active[u] = true
+		case "enable":
+			if slices.Contains(args, "--now") {
+				f.active[u] = true
+			}
+		case "disable":
+			f.active[u] = false
+		}
+		return []byte(f.outputs[c]), nil
+	case strings.HasPrefix(c, "scontrol show node"):
+		return []byte("NodeName=cuda01 Arch=x86_64 State=" + f.state + " Partitions=gpu Reason=" + f.reason + " [root@now]\n"), nil
+	case strings.HasPrefix(c, "scontrol update"):
+		if slices.Contains(args, "State=RESUME") {
+			f.state, f.reason = "IDLE", ""
+		} else {
+			f.state, f.reason = "IDLE+DRAIN", ReasonServing
+		}
+		return nil, nil
+	case strings.HasPrefix(c, "pgrep"):
+		out := "1800358 /usr/sbin/slurmstepd infinity\n" + f.outputs["jobs"]
+		return []byte(out), nil
+	}
+	return []byte(f.outputs[c]), nil
+}
+
+func (f *fakeHost) LookPath(name string) (string, error) {
+	if f.bins[name] {
+		return "/usr/sbin/" + name, nil
+	}
+	return "", errors.New("not found")
+}
+
+func (f *fakeHost) ReadFile(path string) ([]byte, error) {
+	b, ok := f.files[path]
+	if !ok {
+		return nil, fs.ErrNotExist
+	}
+	return b, nil
+}
+
+func (f *fakeHost) WriteFile(path string, b []byte, _ fs.FileMode, owner string) error {
+	f.files[path] = append([]byte(nil), b...)
+	f.owners[path] = owner
+	return nil
+}
+
+func (f *fakeHost) MkdirAll(string, fs.FileMode, string) error { return nil }
+
+func (f *fakeHost) Remove(path string) error { delete(f.files, path); return nil }
+
+func (f *fakeHost) Download(_ context.Context, url, path, sha string) error {
+	c := "download " + url + " " + path + " " + sha
+	f.ran = append(f.ran, c)
+	if f.fail[c] || f.fail["download "+url] {
+		return errors.New("fetch failed")
+	}
+	f.files[path] = []byte("fetched " + url)
+	return nil
+}
+
+func (f *fakeHost) count(prefix string) int {
+	n := 0
+	for _, c := range f.ran {
+		if strings.HasPrefix(c, prefix) {
+			n++
+		}
+	}
+	return n
+}
+
+type fakeInst struct {
+	host *fakeHost
+	got  map[string][]string
+}
+
+func (i *fakeInst) InstallPackages(_ context.Context, by map[string][]string) error {
+	i.got = by
+	for _, b := range []string{"munged", "scontrol", "slurmd", "slurmctld", "slurmdbd", "mariadbd", "mariadb", "exportfs", "mount.nfs"} {
+		i.host.bins[b] = true
+	}
+	return nil
+}
+
+var key = []byte(strings.Repeat("k", 1024))
+
+func nodeMsg(lent bool) *llmgwv1.Slurm {
+	return &llmgwv1.Slurm{Node: true, Name: "cuda01", ConfServer: "10.0.0.146:6817", MungeKey: key, Lent: lent}
+}
+
+func TestNodeInstallsAndStaysDrained(t *testing.T) {
+	h := newFake()
+	inst := &fakeInst{host: h}
+	k := New(h, inst, "/var/lib/llmgw-agent/slurm", nil)
+	st := k.Reconcile(context.Background(), nodeMsg(false))
+	if st.GetError() != "" {
+		t.Fatal(st.GetError())
+	}
+	if !slices.Equal(inst.got["deb"], []string{"munge", "slurm-client", "slurmd"}) ||
+		!slices.Equal(inst.got["rpm"], []string{"munge", "slurm", "slurm-slurmd"}) {
+		t.Fatalf("installed %v", inst.got)
+	}
+	if string(h.files[slurm.MungeKeyPath]) != string(key) || h.owners[slurm.MungeKeyPath] != "munge" {
+		t.Fatal("the munge key was not written for munge")
+	}
+	unit := string(h.files[DropIn])
+	if !strings.Contains(unit, "ExecStart=/usr/sbin/slurmd --systemd --conf-server 10.0.0.146:6817 -N cuda01\n") ||
+		!strings.Contains(unit, "ConditionPathExists=\n") {
+		t.Fatalf("drop-in:\n%s", unit)
+	}
+	if !st.GetSlurmdRunning() || st.GetVersion() != "23.11.4" || !strings.HasPrefix(st.GetHardware(), "NodeName=cuda01 CPUs=16") {
+		t.Fatalf("status %v", st)
+	}
+	// Not lent: left drained, with llmgw's first reason.
+	if h.count("scontrol update") != 0 || st.GetState() != "IDLE+DRAIN" {
+		t.Fatalf("a node not lent was changed: %v, %v", h.ran, st)
+	}
+	if _, ok := h.files["/var/lib/llmgw-agent/slurm"]; !ok {
+		t.Fatal("no marker")
+	}
+
+	// Again, nothing changed: no install, no restart.
+	h.ran = nil
+	inst.got = nil
+	k.Reconcile(context.Background(), nodeMsg(false))
+	if inst.got != nil || h.count("systemctl restart") != 0 || h.count("systemctl enable") != 0 {
+		t.Fatalf("a second pass did work: %v", h.ran)
+	}
+}
+
+func TestLendAndReclaim(t *testing.T) {
+	h := newFake()
+	k := New(h, &fakeInst{host: h}, "/m", nil)
+	st := k.Reconcile(context.Background(), nodeMsg(true))
+	if h.count("scontrol update NodeName=cuda01 State=RESUME") != 1 || st.GetState() != "IDLE" {
+		t.Fatalf("a lent node was not resumed: %v %v", h.ran, st)
+	}
+	h.outputs["jobs"] = "2001 slurmstepd: [101.batch]\n2002 slurmstepd: [102.0]\n"
+	st = k.Reconcile(context.Background(), nodeMsg(false))
+	if h.count("scontrol update NodeName=cuda01 State=DRAIN Reason="+ReasonServing) != 1 {
+		t.Fatalf("a node taken back was not drained: %v", h.ran)
+	}
+	if st.GetJobs() != 2 || !strings.Contains(st.GetState(), "DRAIN") {
+		t.Fatalf("status %v", st)
+	}
+	// Drained already: not drained again.
+	h.ran = nil
+	k.Reconcile(context.Background(), nodeMsg(false))
+	if h.count("scontrol update") != 0 {
+		t.Fatalf("drained twice: %v", h.ran)
+	}
+}
+
+func TestAdminsDrainIsLeft(t *testing.T) {
+	h := newFake()
+	h.reason = "bad DIMM, ticket 42"
+	k := New(h, &fakeInst{host: h}, "/m", nil)
+	k.Reconcile(context.Background(), nodeMsg(true))
+	if h.count("scontrol update") != 0 {
+		t.Fatalf("llmgw resumed a node a Slurm administrator drained: %v", h.ran)
+	}
+}
+
+func TestClientEnvOnANodeWithoutFiles(t *testing.T) {
+	h := newFake()
+	k := New(h, &fakeInst{host: h}, "/m", nil)
+	if env := k.clientEnv(); len(env) != 1 || !strings.HasSuffix(env[0], "conf-cache/slurm.conf") {
+		t.Fatalf("env %v", env)
+	}
+	h.files[filepath.Join(slurm.ConfDir, "slurm.conf")] = []byte("x")
+	if env := k.clientEnv(); env != nil {
+		t.Fatalf("env %v on the controller", env)
+	}
+}
+
+func TestController(t *testing.T) {
+	h := newFake()
+	inst := &fakeInst{host: h}
+	k := New(h, inst, "/m", nil)
+	files := map[string]string{"slurm.conf": "ClusterName=llmgw\n", "gres.conf": "#\n", "cgroup.conf": "#\n"}
+	m := &llmgwv1.Slurm{Controller: true, MungeKey: key, Files: files}
+	st := k.Reconcile(context.Background(), m)
+	if st.GetError() != "" {
+		t.Fatal(st.GetError())
+	}
+	if !slices.Contains(inst.got["deb"], "slurmctld") || slices.Contains(inst.got["deb"], "slurmd") {
+		t.Fatalf("installed %v", inst.got)
+	}
+	if string(h.files["/etc/slurm/slurm.conf"]) != "ClusterName=llmgw\n" {
+		t.Fatal("slurm.conf not written")
+	}
+	if h.count("systemctl restart slurmctld") != 1 || h.count("scontrol reconfigure") != 1 {
+		t.Fatalf("slurmctld not started on its files: %v", h.ran)
+	}
+	if !st.GetSlurmctldRunning() || len(st.GetFilesSha256()) != 64 {
+		t.Fatalf("status %v", st)
+	}
+	// Accounting: MariaDB on this machine alone, the database, slurmdbd on
+	// it, the cluster added, all before slurmctld.
+	if !slices.Contains(inst.got["deb"], "slurmdbd") || !slices.Contains(inst.got["deb"], "mariadb-server") {
+		t.Fatalf("installed %v", inst.got)
+	}
+	if !strings.Contains(string(h.files["/etc/mysql/mariadb.conf.d/90-llmgw-slurm.cnf"]), "bind-address=127.0.0.1") {
+		t.Fatal("MariaDB, installed by llmgw, not kept to this machine")
+	}
+	dbd := string(h.files[slurm.DbdConfPath])
+	if !strings.Contains(dbd, "DbdHost=node06\n") || !strings.Contains(dbd, "StoragePass="+slurm.DbdPassword(key)+"\n") ||
+		h.owners[slurm.DbdConfPath] != "slurm" {
+		t.Fatalf("slurmdbd.conf for %q:\n%s", h.owners[slurm.DbdConfPath], dbd)
+	}
+	if _, ok := h.files[acctSQLPath]; ok {
+		t.Fatal("the database's statements, password and all, were left on disk")
+	}
+	if strings.Contains(strings.Join(h.ran, "\n"), slurm.DbdPassword(key)) {
+		t.Fatal("the password was on a command line")
+	}
+	order := strings.Join(h.ran, "\n")
+	if !strings.Contains(order, "sacctmgr -i add cluster llmgw") ||
+		strings.Index(order, "slurmdbd") > strings.Index(order, "systemctl restart slurmctld") {
+		t.Fatalf("accounting not before slurmctld: %v", h.ran)
+	}
+	if !st.GetSlurmdbdRunning() {
+		t.Fatalf("status %v", st)
+	}
+	sum := st.GetFilesSha256()
+
+	h.ran = nil
+	k.Reconcile(context.Background(), m)
+	if h.count("systemctl restart") != 0 {
+		t.Fatalf("restarted on the same files: %v", h.ran)
+	}
+
+	files["gres.conf"] = "NodeName=cuda01 Name=gpu File=/dev/nvidia0\n"
+	h.ran = nil
+	st = k.Reconcile(context.Background(), m)
+	if h.count("systemctl restart slurmctld") != 1 || st.GetFilesSha256() == sum {
+		t.Fatalf("a changed file did not restart slurmctld: %v", h.ran)
+	}
+
+	if st := k.Reconcile(context.Background(), &llmgwv1.Slurm{Controller: true, MungeKey: key,
+		Files: map[string]string{"slurm.conf": "x", "../evil": "y"}}); !strings.Contains(st.GetError(), "named") {
+		t.Fatalf("a path in a file name was taken: %v", st)
+	}
+}
+
+func TestTooOld(t *testing.T) {
+	h := newFake()
+	h.outputs["slurmd -V"] = "slurm-wlm 21.08.5\n"
+	k := New(h, &fakeInst{host: h}, "/m", nil)
+	st := k.Reconcile(context.Background(), nodeMsg(false))
+	if !strings.Contains(st.GetError(), "older than 22.05") {
+		t.Fatalf("status %v", st)
+	}
+	if _, ok := h.files[slurm.MungeKeyPath]; ok {
+		t.Fatal("went on with a Slurm too old")
+	}
+}
+
+func TestStop(t *testing.T) {
+	h := newFake()
+	k := New(h, &fakeInst{host: h}, "/m", nil)
+	k.Reconcile(context.Background(), nodeMsg(false))
+	h.ran = nil
+	if st := k.Reconcile(context.Background(), &llmgwv1.Slurm{}); st != nil {
+		t.Fatalf("status %v for no part", st)
+	}
+	if !slices.Contains(h.ran, "systemctl disable --now slurmd") {
+		t.Fatalf("slurmd not stopped: %v", h.ran)
+	}
+	if _, ok := h.files[DropIn]; ok {
+		t.Fatal("drop-in left")
+	}
+	// Never started here: nothing touched.
+	h2 := newFake()
+	k2 := New(h2, &fakeInst{host: h2}, "/m", nil)
+	k2.Reconcile(context.Background(), &llmgwv1.Slurm{})
+	if len(h2.ran) != 0 {
+		t.Fatalf("a machine llmgw never ran Slurm on was touched: %v", h2.ran)
+	}
+}
+
+func TestBadNames(t *testing.T) {
+	h := newFake()
+	k := New(h, &fakeInst{host: h}, "/m", nil)
+	m := nodeMsg(false)
+	m.Name = "cuda01 -c /etc/evil"
+	if st := k.Reconcile(context.Background(), m); !strings.Contains(st.GetError(), "spaces") {
+		t.Fatalf("status %v", st)
+	}
+	if st := k.Reconcile(context.Background(), &llmgwv1.Slurm{Node: true, Name: "a", ConfServer: "b"}); !strings.Contains(st.GetError(), "no key") {
+		t.Fatalf("status %v", st)
+	}
+}
+
+func TestAMariaDBThatWasThereKeepsItsSettings(t *testing.T) {
+	h := newFake()
+	for _, b := range []string{"munged", "scontrol", "slurmctld", "slurmdbd", "mariadbd", "mariadb", "exportfs", "mount.nfs"} {
+		h.bins[b] = true
+	}
+	k := New(h, &fakeInst{host: h}, "/m", nil)
+	st := k.Reconcile(context.Background(), &llmgwv1.Slurm{Controller: true, MungeKey: key,
+		Files: map[string]string{"slurm.conf": "ClusterName=llmgw\n"}})
+	if st.GetError() != "" {
+		t.Fatal(st.GetError())
+	}
+	for p := range h.files {
+		if strings.HasSuffix(p, ".cnf") {
+			t.Fatalf("a MariaDB llmgw did not install had its settings changed: %s", p)
+		}
+	}
+	if h.count("mariadb -e source") != 1 || !st.GetSlurmdbdRunning() {
+		t.Fatalf("the database was not made in the MariaDB that was there: %v", h.ran)
+	}
+}
@@ -0,0 +1,319 @@
+package slurmnode
+
+import (
+	"context"
+	"errors"
+	"fmt"
+	"path/filepath"
+	"slices"
+	"strconv"
+	"strings"
+
+	llmgwv1 "gitea.mynodes.xyz/ilker/llmgw/api/gen/llmgw/v1"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/slurm"
+)
+
+// usersMarker lists, a line each, the logins llmgw made here: the ones it
+// may change and take away. A user that was here before is never touched.
+func (k *Keeper) usersMarker() string { return k.marker + "-users" }
+
+// users keeps the Linux users want has, the same login and UID as on every
+// other machine, their keys where sshd reads them, and their homes when
+// this machine makes them; and takes away those llmgw made that are gone.
+// Answers how many it has. A user that cannot be made is said, the others
+// are made anyway.
+func (k *Keeper) users(ctx context.Context, want *llmgwv1.Slurm) (int32, error) {
+	made := k.madeUsers()
+	if !want.GetManageUsers() {
+		return 0, k.removeUsers(ctx, made, nil)
+	}
+	var errs []error
+	var keep []string
+	n := int32(0)
+	for _, u := range want.GetUsers() {
+		err := k.user(ctx, u, slices.Contains(made, u.GetLogin()), want.GetMakeHomes())
+		if errors.Is(err, errNotMade) {
+			errs = append(errs, err)
+			continue
+		}
+		keep = append(keep, u.GetLogin())
+		if err != nil {
+			errs = append(errs, err)
+			continue
+		}
+		n++
+	}
+	if err := k.keepMade(keep); err != nil {
+		return n, err
+	}
+	if err := k.removeUsers(ctx, made, keep); err != nil {
+		errs = append(errs, err)
+	}
+	if err := k.sshConf(ctx, len(keep) > 0); err != nil {
+		errs = append(errs, err)
+	}
+	// The controller is where they log in and submit from; a node only
+	// while a job of theirs runs there.
+	if err := k.nodeLogin(ctx, len(keep) > 0 && want.GetNode() && !want.GetController()); err != nil {
+		errs = append(errs, err)
+	}
+	return n, errors.Join(errs...)
+}
+
+// nodeLogin holds the users llmgw made here to their jobs when they log in
+// (pam_slurm_adopt), or no longer. Only they are: root and the site's
+// administrators log in as before, so a mistake here never locks out the
+// people who would put it right.
+func (k *Keeper) nodeLogin(ctx context.Context, on bool) error {
+	old, err := k.host.ReadFile(slurm.PAMSSHD)
+	if err != nil {
+		if !on {
+			return nil
+		}
+		return fmt.Errorf("reading %s: %w", slurm.PAMSSHD, err)
+	}
+	if on {
+		if err := k.adoptModule(ctx); err != nil {
+			return err
+		}
+	}
+	read := func(name string) (string, error) {
+		b, err := k.host.ReadFile(filepath.Join(filepath.Dir(slurm.PAMSSHD), name))
+		return string(b), err
+	}
+	stack, contained, err := slurm.PAMAdopt(string(old), k.usersMarker(), read, on)
+	if err != nil {
+		return err
+	}
+	if stack == string(old) {
+		return nil
+	}
+	if on {
+		k.log.Info("llmgw's Slurm users log in to this node only while a job of theirs runs here",
+			"in_the_job", contained)
+		if !contained {
+			k.log.Warn("pam_systemd could not be skipped for them safely here: their ssh sessions are not held " +
+				"to their job's cores and cards, only to having one")
+		}
+	} else {
+		k.log.Info("llmgw's Slurm users are no longer held to their jobs when they log in here")
+	}
+	// Read by sshd for each login: nothing to reload.
+	_, err = k.write(slurm.PAMSSHD, []byte(stack), 0o644, "")
+	return err
+}
+
+// adoptModule is there, or is installed.
+func (k *Keeper) adoptModule(ctx context.Context) error {
+	if k.installed[slurm.AdoptModule] {
+		return nil
+	}
+	find := func() bool {
+		for _, d := range slurm.ModuleDirs {
+			if _, err := k.host.Run(ctx, nil, "test", "-f", filepath.Join(d, slurm.AdoptModule)); err == nil {
+				return true
+			}
+		}
+		return false
+	}
+	if !find() {
+		if k.inst == nil {
+			return fmt.Errorf("%s missing, and this agent installs nothing", slurm.AdoptModule)
+		}
+		k.log.Info("installing pam_slurm_adopt, which holds llmgw's Slurm users to their jobs here")
+		if err := k.inst.InstallPackages(ctx, slurm.AdoptPackages); err != nil {
+			return err
+		}
+		if !find() {
+			return fmt.Errorf("%s is still missing after installing %s", slurm.AdoptModule,
+				strings.Join(slurm.AdoptPackages["deb"], ", "))
+		}
+	}
+	k.installed[slurm.AdoptModule] = true
+	return nil
+}
+
+// errNotMade is a user llmgw could not make here, nor took for its own.
+var errNotMade = errors.New("not made")
+
+type notMade struct{ msg string }
+
+func (e notMade) Error() string        { return e.msg }
+func (e notMade) Is(target error) bool { return target == errNotMade }
+
+// user keeps one user; ours is whether llmgw made it here before.
+func (k *Keeper) user(ctx context.Context, u *llmgwv1.SlurmUser, ours, makeHome bool) error {
+	login, uid, home := u.GetLogin(), u.GetUid(), u.GetHome()
+	if !slurm.ValidLogin(login) || uid < slurm.MinUID || !filepath.IsAbs(home) || strings.Contains(home, "..") {
+		return notMade{fmt.Sprintf("the leader sent a user %q, UID %d, home %q", login, uid, home)}
+	}
+	id := strconv.FormatUint(uint64(uid), 10)
+	gecos := strings.Map(func(r rune) rune {
+		if r == ':' || r == ',' || r == '\n' || r < ' ' {
+			return -1
+		}
+		return r
+	}, u.GetName())
+	byName, okName := k.passwd(ctx, login)
+	byID, okID := k.passwd(ctx, id)
+	switch {
+	case okName && byName[2] != id:
+		return notMade{fmt.Sprintf("%s is already a user here with UID %s, not llmgw's %s", login, byName[2], id)}
+	case !okName && okID:
+		return notMade{fmt.Sprintf("UID %s is already %s's here, so %s is not made", id, byID[0], login)}
+	case !okName:
+		if _, ok := k.group(ctx, login); !ok {
+			if out, err := k.host.Run(ctx, nil, "groupadd", "-g", id, login); err != nil {
+				return notMade{fmt.Sprintf("groupadd %s: %v: %s", login, err, lastLine(out))}
+			}
+		}
+		k.log.Info("a Slurm user is made here, as llmgw's accounts say", "login", login, "uid", uid)
+		if out, err := k.host.Run(ctx, nil, "useradd", "-u", id, "-g", id, "-M", "-d", home, "-s", "/bin/bash",
+			"-c", gecos, login); err != nil {
+			return notMade{fmt.Sprintf("useradd %s: %v: %s", login, err, lastLine(out))}
+		}
+	case ours && (byName[4] != gecos || byName[5] != home):
+		if out, err := k.host.Run(ctx, nil, "usermod", "-c", gecos, "-d", home, login); err != nil {
+			return fmt.Errorf("usermod %s: %v: %s", login, err, lastLine(out))
+		}
+	}
+	keys := strings.Join(u.GetSshKeys(), "\n")
+	file := filepath.Join(slurm.AuthorizedKeysDir, login)
+	if keys == "" {
+		_ = k.host.Remove(file)
+	} else if _, err := k.write(file, []byte(keys+"\n"), 0o644, ""); err != nil {
+		return err
+	}
+	if makeHome {
+		return k.home(ctx, login, id, home)
+	}
+	return nil
+}
+
+// home makes a user's home directory, from /etc/skel, when it is not there.
+func (k *Keeper) home(ctx context.Context, login, id, home string) error {
+	if _, err := k.host.Run(ctx, nil, "test", "-d", home); err == nil {
+		return nil
+	}
+	if err := k.host.MkdirAll(filepath.Dir(home), 0o755, ""); err != nil {
+		return err
+	}
+	k.log.Info("a Slurm user's home is made", "login", login, "home", home)
+	for _, c := range [][]string{
+		{"install", "-d", "-m", "0700", "-o", id, "-g", id, home},
+		{"cp", "-rT", "/etc/skel", home},
+		{"chown", "-R", id + ":" + id, home},
+	} {
+		if out, err := k.host.Run(ctx, nil, c[0], c[1:]...); err != nil {
+			return fmt.Errorf("making %s's home: %s: %v: %s", login, c[0], err, lastLine(out))
+		}
+	}
+	return nil
+}
+
+// removeUsers takes away the users llmgw made here that are not in keep.
+// Their homes and files stay; their UID is never given to another.
+func (k *Keeper) removeUsers(ctx context.Context, made, keep []string) error {
+	var errs []error
+	left := slices.Clone(keep)
+	for _, login := range made {
+		if slices.Contains(keep, login) {
+			continue
+		}
+		k.log.Info("a Slurm user llmgw made is taken away; its home stays", "login", login)
+		_ = k.host.Remove(filepath.Join(slurm.AuthorizedKeysDir, login))
+		if _, ok := k.passwd(ctx, login); ok {
+			if out, err := k.host.Run(ctx, nil, "userdel", login); err != nil {
+				// Still logged in, or running something: tried again.
+				errs = append(errs, fmt.Errorf("userdel %s: %v: %s", login, err, lastLine(out)))
+				left = append(left, login)
+				continue
+			}
+		}
+	}
+	if !slices.Equal(left, made) {
+		if err := k.keepMade(left); err != nil {
+			errs = append(errs, err)
+		}
+	}
+	if len(left) == 0 {
+		if err := k.sshConf(ctx, false); err != nil {
+			errs = append(errs, err)
+		}
+		if err := k.nodeLogin(ctx, false); err != nil {
+			errs = append(errs, err)
+		}
+	}
+	return errors.Join(errs...)
+}
+
+func (k *Keeper) madeUsers() []string {
+	b, err := k.host.ReadFile(k.usersMarker())
+	if err != nil {
+		return nil
+	}
+	return strings.Fields(string(b))
+}
+
+func (k *Keeper) keepMade(logins []string) error {
+	s := slices.Clone(logins)
+	slices.Sort(s)
+	s = slices.Compact(s)
+	if len(s) == 0 {
+		return k.host.Remove(k.usersMarker())
+	}
+	_, err := k.write(k.usersMarker(), []byte(strings.Join(s, "\n")+"\n"), 0o644, "")
+	return err
+}
+
+// sshConf has sshd read the users' keys from AuthorizedKeysDir, or no
+// longer.
+func (k *Keeper) sshConf(ctx context.Context, on bool) error {
+	if !on {
+		if _, err := k.host.ReadFile(slurm.SSHDropIn); err != nil {
+			return nil
+		}
+		_ = k.host.Remove(slurm.SSHDropIn)
+		return k.reloadSSH(ctx)
+	}
+	changed, err := k.write(slurm.SSHDropIn, []byte(slurm.SSHConf), 0o644, "")
+	if err != nil || !changed {
+		return err
+	}
+	if out, err := k.host.Run(ctx, nil, "sshd", "-t"); err != nil {
+		_ = k.host.Remove(slurm.SSHDropIn)
+		return fmt.Errorf("sshd refuses llmgw's setting for the users' keys, so it is not kept: %v: %s", err, lastLine(out))
+	}
+	k.log.Info("sshd reads the Slurm users' keys from llmgw too", "dir", slurm.AuthorizedKeysDir)
+	return k.reloadSSH(ctx)
+}
+
+// reloadSSH has sshd read its settings again, under Debian's name for it
+// or Red Hat's; one that is not running reads them when it starts.
+func (k *Keeper) reloadSSH(ctx context.Context) error {
+	for _, u := range []string{"ssh", "sshd"} {
+		if k.active(ctx, u) {
+			return k.systemctl(ctx, "reload", u)
+		}
+	}
+	return nil
+}
+
+// passwd is getent's line for a user, by login or UID, in its fields.
+func (k *Keeper) passwd(ctx context.Context, key string) ([]string, bool) {
+	out, err := k.host.Run(ctx, nil, "getent", "passwd", key)
+	f := strings.Split(strings.TrimSpace(string(out)), ":")
+	if err != nil || len(f) < 7 {
+		return nil, false
+	}
+	return f, true
+}
+
+func (k *Keeper) group(ctx context.Context, key string) ([]string, bool) {
+	out, err := k.host.Run(ctx, nil, "getent", "group", key)
+	f := strings.Split(strings.TrimSpace(string(out)), ":")
+	if err != nil || len(f) < 3 {
+		return nil, false
+	}
+	return f, true
+}
@@ -54,9 +54,13 @@ func NewHTTPHealth(timeout time.Duration, opts ...HTTPHealthOption) *HTTPHealth

 // Ready reports whether the engine at baseURL is serving model.
 func (h *HTTPHealth) Ready(ctx context.Context, baseURL, model, apiKey string) error {
-	if err := h.get(ctx, baseURL+h.healthPath, apiKey, nil); err != nil {
+	var body healthBody
+	if err := h.get(ctx, baseURL+h.healthPath, apiKey, &body); err != nil {
 		return fmt.Errorf("health: %w", err)
 	}
+	if body.notReady() {
+		return fmt.Errorf("health: the engine says %q", body.Status)
+	}
 	if !h.requireName || model == "" {
 		return nil
 	}
@@ -98,5 +102,29 @@ func (h *HTTPHealth) get(ctx context.Context, url, apiKey string, out any) error
 	if out == nil {
 		return nil
 	}
+	if hb, ok := out.(*healthBody); ok {
+		// Most engines answer /health with nothing, or with text: only a
+		// JSON status says anything, and a body that is not one is not a
+		// failure.
+		_ = json.NewDecoder(io.LimitReader(resp.Body, 64<<10)).Decode(hb)
+		return nil
+	}
 	return json.NewDecoder(resp.Body).Decode(out)
 }
+
+// healthBody is what an engine's /health may say in its body. Some answer
+// 200 from the moment their HTTP server is up and say in the body that the
+// model is still loading — FreeToken's {"status":"loading","phase":...} —
+// and a model that lists itself in /v1/models meanwhile would be routed to.
+type healthBody struct {
+	Status string `json:"status"`
+}
+
+// notReady is a body that says the engine cannot serve yet, or has failed.
+func (b healthBody) notReady() bool {
+	switch b.Status {
+	case "loading", "starting", "initializing", "warming_up", "error", "unhealthy":
+		return true
+	}
+	return false
+}
@@ -103,3 +103,29 @@ func TestTheHealthCheckSendsTheEnginesKey(t *testing.T) {
 		t.Error("without the key the engine refused, and that read as ready")
 	}
 }
+
+func TestNotReadyWhileTheHealthBodySaysLoading(t *testing.T) {
+	// FreeToken answers 200 from the moment its HTTP server is up and lists
+	// its model meanwhile; only the body says the weights are still loading.
+	body := `{"status":"loading","phase":"weights","progress":{"done_bytes":1,"total_bytes":9},"model":"glm"}`
+	mux := http.NewServeMux()
+	mux.HandleFunc("GET /health", func(w http.ResponseWriter, _ *http.Request) { io.WriteString(w, body) })
+	mux.HandleFunc("GET /v1/models", func(w http.ResponseWriter, _ *http.Request) {
+		io.WriteString(w, `{"data":[{"id":"glm"}]}`)
+	})
+	srv := httptest.NewServer(mux)
+	t.Cleanup(srv.Close)
+	h := NewHTTPHealth(time.Second)
+	if err := h.Ready(t.Context(), srv.URL, "glm", ""); err == nil || !strings.Contains(err.Error(), "loading") {
+		t.Errorf("a loading engine was reported ready, or not said to be loading: %v", err)
+	}
+	body = `{"status":"ok","model":"glm","uptime_s":3}`
+	if err := h.Ready(t.Context(), srv.URL, "glm", ""); err != nil {
+		t.Errorf("a serving engine was reported unready: %v", err)
+	}
+	// Text, as some engines answer: not a status, and not a failure.
+	body = "OK"
+	if err := h.Ready(t.Context(), srv.URL, "glm", ""); err != nil {
+		t.Errorf("a plain-text health answer was taken for a failure: %v", err)
+	}
+}
@@ -38,8 +38,14 @@ type Progress struct {
 	Source     string
 	BytesDone  int64
 	BytesTotal int64
+	// Phase is empty while the bytes arrive, PhaseChecking while a set's
+	// files are checked against the mirror's checksums.
+	Phase string
 }

+// PhaseChecking is a set's files being checked, after they arrived.
+const PhaseChecking = "checking"
+
 // Percent is how far along, or -1 when the total is unknown.
 func (p Progress) Percent() int {
 	if p.BytesTotal <= 0 {
@@ -140,7 +146,11 @@ func (f *Fetcher) ensure(ctx context.Context, source string, allowPickle bool, w
 	// file, and a set has to be handled before any of it.
 	if IsSet(source) {
 		outcome(ctx, "set")
-		return f.ensureSet(ctx, source, allowPickle)
+		// Shared like a single file: four replicas placed on one node's
+		// four cards want the same set at the same instant, and each
+		// fetching it wrote the same .part files over one another — three
+		// failed renaming a file another had already renamed.
+		return f.shared(ctx, source, func() (string, error) { return f.ensureSet(ctx, source, allowPickle) })
 	}
 	if !isRemote(source) {
 		if !isPath(source) {
@@ -172,6 +182,15 @@ func (f *Fetcher) ensure(ctx context.Context, source string, allowPickle bool, w
 		// Not the file the catalog names: fetched again below, and checked.
 	}

+	return f.shared(ctx, source, func() (string, error) {
+		outcome(ctx, "downloaded")
+		return f.fetchChecked(ctx, source, target, want)
+	})
+}
+
+// shared runs fetch once for every caller asking for source at the same
+// time; the others wait for its answer.
+func (f *Fetcher) shared(ctx context.Context, source string, fetch func() (string, error)) (string, error) {
 	f.mu.Lock()
 	if f.inflight == nil {
 		f.inflight = map[string]*fetchCall{}
@@ -190,8 +209,7 @@ func (f *Fetcher) ensure(ctx context.Context, source string, allowPickle bool, w
 	f.inflight[source] = call
 	f.mu.Unlock()

-	outcome(ctx, "downloaded")
-	call.path, call.err = f.fetchChecked(ctx, source, target, want)
+	call.path, call.err = fetch()
 	close(call.done)

 	f.mu.Lock()
@@ -202,7 +220,7 @@ func (f *Fetcher) ensure(ctx context.Context, source string, allowPickle bool, w

 // fetch downloads a source to a target, resuming and verifying.
 func (f *Fetcher) fetch(ctx context.Context, source, target string) (string, error) {
-	return f.fetchAs(ctx, source, source, target)
+	return f.fetchAs(ctx, source, source, target, setShare{})
 }

 // fetchChecked is fetch for a file whose sha256 is known: a download that
@@ -287,7 +305,7 @@ func ChecksumPath(file string) string { return checksumPath(file) }
 //
 // Each file is a "download" span, with how many bytes it took and where a
 // resumed one started from.
-func (f *Fetcher) fetchAs(ctx context.Context, source, reportAs, target string) (_ string, err error) {
+func (f *Fetcher) fetchAs(ctx context.Context, source, reportAs, target string, share setShare) (_ string, err error) {
 	ctx, span := obs.Tracer(tracerName).Start(ctx, "download",
 		trace.WithSpanKind(trace.SpanKindClient),
 		trace.WithAttributes(attribute.String("llmgw.weights.source", redact(source))))
@@ -351,8 +369,8 @@ func (f *Fetcher) fetchAs(ctx context.Context, source, reportAs, target string)
 	}

 	total := existing + resp.ContentLength
-	f.report(Progress{Source: reportAs, BytesDone: existing, BytesTotal: total})
-	written, err := f.copyWithProgress(ctx, out, resp.Body, reportAs, existing, total)
+	f.report(share.of(Progress{Source: reportAs, BytesDone: existing, BytesTotal: total}))
+	written, err := f.copyWithProgress(ctx, out, resp.Body, reportAs, existing, total, share)
 	span.SetAttributes(
 		attribute.Int64("llmgw.weights.resumed_from", existing),
 		attribute.Int64("llmgw.weights.bytes", written),
@@ -376,7 +394,7 @@ func (f *Fetcher) fetchAs(ctx context.Context, source, reportAs, target string)
 }

 func (f *Fetcher) copyWithProgress(ctx context.Context, dst io.Writer, src io.Reader,
-	source string, done, total int64,
+	source string, done, total int64, share setShare,
 ) (int64, error) {
 	buf := make([]byte, 4<<20)
 	last := time.Now()
@@ -394,12 +412,12 @@ func (f *Fetcher) copyWithProgress(ctx context.Context, dst io.Writer, src io.Re
 			// hundred gigabytes is twenty-five thousand callbacks, and nobody
 			// needs to be told that often.
 			if time.Since(last) > 2*time.Second {
-				f.report(Progress{Source: source, BytesDone: done, BytesTotal: total})
+				f.report(share.of(Progress{Source: source, BytesDone: done, BytesTotal: total}))
 				last = time.Now()
 			}
 		}
 		if errors.Is(err, io.EOF) {
-			f.report(Progress{Source: source, BytesDone: done, BytesTotal: total})
+			f.report(share.of(Progress{Source: source, BytesDone: done, BytesTotal: total}))
 			return done, nil
 		}
 		if err != nil {
@@ -408,6 +426,18 @@ func (f *Fetcher) copyWithProgress(ctx context.Context, dst io.Writer, src io.Re
 	}
 }

+// setShare places one file's download within its set's: the bytes of the
+// files before it, and the whole set's. Zero for a file on its own.
+type setShare struct{ before, total int64 }
+
+// of is a file's progress as the set's.
+func (s setShare) of(p Progress) Progress {
+	if s.total > 0 {
+		p.BytesDone, p.BytesTotal = s.before+p.BytesDone, s.total
+	}
+	return p
+}
+
 func (f *Fetcher) report(p Progress) {
 	if f.OnProgress != nil {
 		f.OnProgress(p)
@@ -33,6 +33,17 @@ func CachePathFor(dir, source string) string {
 	return filepath.Join(dir, hex.EncodeToString(sum[:8])+"-"+name)
 }

+// cacheSource is the source a cache name is computed from: a set's address
+// without its trailing slash, as its directory was named when it was fetched.
+// Computed from the slash-ended address, every set in the catalog looked like
+// nobody's, and a sweep offered 330 GB of models still in use for deletion.
+func cacheSource(source string) string {
+	if IsSet(source) {
+		return strings.TrimSuffix(source, "/")
+	}
+	return source
+}
+
 // Owned reports whether a path is one this package created.
 //
 // The dividing line of the whole feature. A file without the cache name was
@@ -65,7 +76,7 @@ func Orphans(have []string, wanted []string) []string {
 		// By base name rather than full path: the control plane does not know
 		// each node's cache directory, and the name is what identifies the
 		// file wherever the node keeps it.
-		keep[filepath.Base(CachePathFor("", src))] = struct{}{}
+		keep[filepath.Base(CachePathFor("", cacheSource(src)))] = struct{}{}
 	}

 	var out []string
@@ -5,12 +5,16 @@ import (
 	"crypto/sha256"
 	"encoding/hex"
 	"encoding/json"
+	"errors"
 	"fmt"
 	"io"
 	"net/http"
 	"os"
 	"path/filepath"
 	"strings"
+	"sync"
+	"sync/atomic"
+	"time"
 )

 // IsSet reports whether a source names a set of files rather than one.
@@ -47,7 +51,7 @@ type manifest struct {
 // as a broken model rather than failing to load, so a partial set is left
 // unfinished under its temporary name and the next attempt starts again.
 func (f *Fetcher) ensureSet(ctx context.Context, source string, allowPickle bool) (string, error) {
-	dir, err := f.cachePath(strings.TrimSuffix(source, "/"))
+	dir, err := f.cachePath(cacheSource(source))
 	if err != nil {
 		return "", err
 	}
@@ -89,6 +93,12 @@ func (f *Fetcher) ensureSet(ctx context.Context, source string, allowPickle bool
 	if err := os.MkdirAll(dir, 0o755); err != nil {
 		return "", err
 	}
+	// One number for the whole set, as the shards waiting on it see it: the
+	// file being fetched was shown alone, a 46 GB part of 188.
+	var setTotal, before int64
+	for _, file := range m.Files {
+		setTotal += file.Bytes
+	}
 	for _, file := range m.Files {
 		// Rejected rather than joined: a name with a separator in it would
 		// write outside the directory the mirror said it was in, and the
@@ -98,34 +108,24 @@ func (f *Fetcher) ensureSet(ctx context.Context, source string, allowPickle bool
 		}
 		target := filepath.Join(dir, file.Name)
 		if st, err := os.Stat(target); err == nil && st.Size() == file.Bytes {
+			before += file.Bytes
 			continue
 		}
 		// Reported under the set's own address, because that is what the
 		// shards are waiting on. Reusing fetch rather than writing a second
 		// downloader keeps resume, the .part rename and the progress callback
 		// in one place.
-		if _, err := f.fetchAs(ctx, source+file.Name, source, target); err != nil {
+		if _, err := f.fetchAs(ctx, source+file.Name, source, target, setShare{before: before, total: setTotal}); err != nil {
 			return "", err
 		}
+		before += file.Bytes
 	}

 	// Each file against the checksum the mirror took when it fetched it,
 	// before the set is called complete: a shard damaged on the way loads as
 	// a model that answers nonsense, not as an error.
-	for _, file := range m.Files {
-		if file.SHA256 == "" {
-			continue
-		}
-		target := filepath.Join(dir, file.Name)
-		got, err := fileSHA256(target)
-		if err != nil {
-			return "", err
-		}
-		if !strings.EqualFold(got, file.SHA256) {
-			_ = os.Remove(target)
-			return "", fmt.Errorf("%s%s: sha256 %s, the mirror has %s; removed, to be fetched again",
-				source, file.Name, got, file.SHA256)
-		}
+	if err := f.checkSet(ctx, source, dir, m); err != nil {
+		return "", err
 	}

 	if err := os.WriteFile(done, []byte(source+"\n"), 0o644); err != nil {
@@ -187,3 +187,101 @@ func fileSHA256(path string) (string, error) {
 	}
 	return hex.EncodeToString(h.Sum(nil)), nil
 }
+
+// checkSetAtOnce is how many of a set's files are checked at once: a set of
+// six 50 GB files took eight minutes on one core, with nothing said.
+const checkSetAtOnce = 4
+
+// checkSet checks each file of a set against the checksum the mirror took
+// when it fetched it, several at once, saying how far it has got.
+func (f *Fetcher) checkSet(ctx context.Context, source, dir string, m manifest) error {
+	var total int64
+	for _, file := range m.Files {
+		if file.SHA256 != "" {
+			total += file.Bytes
+		}
+	}
+	if total == 0 {
+		return nil // nothing the mirror took a checksum of
+	}
+	var done atomic.Int64
+	stop := make(chan struct{})
+	defer close(stop)
+	go func() {
+		t := time.NewTicker(2 * time.Second)
+		defer t.Stop()
+		for {
+			select {
+			case <-stop:
+				return
+			case <-t.C:
+				f.report(Progress{Source: source, BytesDone: done.Load(), BytesTotal: total, Phase: PhaseChecking})
+			}
+		}
+	}()
+	f.report(Progress{Source: source, BytesTotal: total, Phase: PhaseChecking})
+
+	var (
+		mu    sync.Mutex
+		first error
+		wg    sync.WaitGroup
+	)
+	slots := make(chan struct{}, checkSetAtOnce)
+	for _, file := range m.Files {
+		if file.SHA256 == "" {
+			continue
+		}
+		wg.Add(1)
+		slots <- struct{}{}
+		go func() {
+			defer wg.Done()
+			defer func() { <-slots }()
+			target := filepath.Join(dir, file.Name)
+			got, err := countedSHA256(ctx, target, &done)
+			if err == nil && !strings.EqualFold(got, file.SHA256) {
+				_ = os.Remove(target)
+				err = fmt.Errorf("%s%s: sha256 %s, the mirror has %s; removed, to be fetched again",
+					source, file.Name, got, file.SHA256)
+			}
+			if err != nil {
+				mu.Lock()
+				if first == nil {
+					first = err
+				}
+				mu.Unlock()
+			}
+		}()
+	}
+	wg.Wait()
+	if first == nil {
+		f.report(Progress{Source: source, BytesDone: total, BytesTotal: total, Phase: PhaseChecking})
+	}
+	return first
+}
+
+// countedSHA256 is a file's checksum, adding what it has read to done.
+func countedSHA256(ctx context.Context, path string, done *atomic.Int64) (string, error) {
+	file, err := os.Open(path) //nolint:gosec // a file this fetcher wrote
+	if err != nil {
+		return "", err
+	}
+	defer file.Close()
+	h := sha256.New()
+	buf := make([]byte, 4<<20)
+	for {
+		if err := ctx.Err(); err != nil {
+			return "", err
+		}
+		n, err := file.Read(buf)
+		if n > 0 {
+			h.Write(buf[:n])
+			done.Add(int64(n))
+		}
+		if errors.Is(err, io.EOF) {
+			return hex.EncodeToString(h.Sum(nil)), nil
+		}
+		if err != nil {
+			return "", err
+		}
+	}
+}
@@ -9,7 +9,10 @@ import (
 	"os"
 	"path/filepath"
 	"strings"
+	"sync"
+	"sync/atomic"
 	"testing"
+	"time"
 )

 // mirrorOf serves a manifest at "/m/v/" and the files beneath it.
@@ -71,6 +74,23 @@ func TestASetIsFetchedIntoOneDirectory(t *testing.T) {
 	}
 }

+func TestASetInTheCatalogIsNotAnOrphan(t *testing.T) {
+	// The catalog names a set by its address with the trailing slash; the
+	// fetch names the directory without it. A sweep that computed the name
+	// from the catalog's spelling offered every set in use for deletion.
+	f, srv, _ := mirrorOf(t, map[string]string{"model.safetensors": "aaaa", "config.json": "{}"})
+	dir, err := f.Ensure(t.Context(), srv.URL+"/m/v/", false)
+	if err != nil {
+		t.Fatal(err)
+	}
+	if got := Orphans([]string{dir}, []string{srv.URL + "/m/v/"}); len(got) != 0 {
+		t.Errorf("a set the catalog still names was called an orphan: %v", got)
+	}
+	if got := Orphans([]string{dir}, nil); len(got) != 1 {
+		t.Errorf("a set nothing names was not found: %v", got)
+	}
+}
+
 func TestAFinishedSetIsNotFetchedAgain(t *testing.T) {
 	f, srv, hits := mirrorOf(t, map[string]string{"a.gguf": "aaaa", "b.gguf": "bb"})

@@ -204,3 +224,103 @@ func TestASetStillDownloadingOnTheMirrorSaysSo(t *testing.T) {
 		t.Fatalf("got %v", err)
 	}
 }
+
+// A set's download is one number climbing against the whole set, not each
+// part's own: a 46 GB part of 188 was shown as the download.
+func TestASetsProgressIsTheWholeSets(t *testing.T) {
+	f, srv, _ := mirrorOf(t, map[string]string{
+		"m-00001-of-00002.gguf": strings.Repeat("a", 600),
+		"m-00002-of-00002.gguf": strings.Repeat("b", 400),
+	})
+	var seen []Progress
+	f.OnProgress = func(p Progress) { seen = append(seen, p) }
+	if _, err := f.Ensure(t.Context(), srv.URL+"/m/v/", false); err != nil {
+		t.Fatal(err)
+	}
+	if len(seen) == 0 {
+		t.Fatal("no progress reported")
+	}
+	last := int64(-1)
+	for _, p := range seen {
+		if p.BytesTotal != 1000 {
+			t.Fatalf("reported against %d, not the set's 1000: %+v", p.BytesTotal, seen)
+		}
+		if p.BytesDone < last {
+			t.Fatalf("went back: %+v", seen)
+		}
+		last = p.BytesDone
+	}
+	if last != 1000 {
+		t.Errorf("ended at %d", last)
+	}
+}
+
+// A set's files checked after they arrive say so, as far as they have got,
+// rather than leaving the download at 100% for minutes.
+func TestASetBeingCheckedSaysSo(t *testing.T) {
+	parts := map[string]string{"a.gguf": strings.Repeat("a", 300), "b.gguf": strings.Repeat("b", 200)}
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if strings.HasSuffix(r.URL.Path, "/") {
+			var files []string
+			for n, body := range parts {
+				sum := sha256.Sum256([]byte(body))
+				files = append(files, fmt.Sprintf(`{"name":%q,"bytes":%d,"sha256":%q}`, n, len(body), hex.EncodeToString(sum[:])))
+			}
+			fmt.Fprintf(w, `{"model":"m","version":"v","files":[%s]}`, strings.Join(files, ","))
+			return
+		}
+		_, _ = w.Write([]byte(parts[strings.TrimPrefix(r.URL.Path, "/m/v/")]))
+	}))
+	t.Cleanup(srv.Close)
+	var mu sync.Mutex
+	var checking []Progress
+	f := &Fetcher{CacheDir: t.TempDir(), OnProgress: func(p Progress) {
+		if p.Phase == PhaseChecking {
+			mu.Lock()
+			checking = append(checking, p)
+			mu.Unlock()
+		}
+	}}
+	if _, err := f.Ensure(t.Context(), srv.URL+"/m/v/", false); err != nil {
+		t.Fatal(err)
+	}
+	if len(checking) < 2 || checking[0].BytesDone != 0 || checking[len(checking)-1].BytesDone != 500 ||
+		checking[len(checking)-1].BytesTotal != 500 {
+		t.Errorf("%+v", checking)
+	}
+}
+
+// Four replicas on one node's four cards start together and want the same
+// set: it is fetched once, and every one of them gets it. Each fetching it
+// alone wrote the same .part files over one another, and three failed.
+func TestASetWantedByFourReplicasAtOnceIsFetchedOnce(t *testing.T) {
+	body := strings.Repeat("a", 1<<20)
+	var hits atomic.Int64
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		if strings.HasSuffix(r.URL.Path, "/") {
+			fmt.Fprintf(w, `{"model":"m","version":"v","files":[{"name":"a.safetensors","bytes":%d},{"name":"b.safetensors","bytes":%d}]}`,
+				len(body), len(body))
+			return
+		}
+		hits.Add(1)
+		time.Sleep(100 * time.Millisecond) // long enough for all four to ask
+		_, _ = w.Write([]byte(body))
+	}))
+	t.Cleanup(srv.Close)
+	f := &Fetcher{CacheDir: t.TempDir()}
+
+	var wg sync.WaitGroup
+	errs := make([]error, 4)
+	for i := range errs {
+		wg.Go(func() { _, errs[i] = f.Ensure(t.Context(), srv.URL+"/m/v/", false) })
+	}
+	wg.Wait()
+	for i, err := range errs {
+		if err != nil {
+			t.Errorf("replica %d: %v", i, err)
+		}
+	}
+	if n := hits.Load(); n != 2 {
+		t.Errorf("%d downloads of a set of two files", n)
+	}
+}
@@ -112,8 +112,9 @@ func (w *statusWriter) Flush() {
 }

 // notChanges are POSTs that change nothing and carry text that must not be
-// kept: asking a judge about a sentence.
-var notChanges = []string{"/api/v1/guard/judges/ask"}
+// kept: asking a judge about a sentence. And a standby's report of what its
+// router sent where, every two seconds: activity, not an operator's change.
+var notChanges = []string{"/api/v1/guard/judges/ask", "/api/v1/routing/activity"}

 // API records every change to the admin API: a request that is not a GET or
 // HEAD, under /api/. actor says who made it.
@@ -15,6 +15,7 @@ import (
 	"time"

 	"gitea.mynodes.xyz/ilker/llmgw/internal/store"
+	"golang.org/x/sync/singleflight"
 )

 // Principal is who a request is, once authenticated.
@@ -118,6 +119,12 @@ type Authenticator struct {
 	// lookups rations the database reads of keys not in the cache, per
 	// client address.
 	lookups *buckets
+
+	// resolving shares one database read between the requests that miss the
+	// cache for the same key at once: when a busy key's entry expired, every
+	// request in flight missed together, each took from the client's ration,
+	// and a valid key was told to slow down.
+	resolving singleflight.Group
 }

 type entry struct {
@@ -166,26 +173,37 @@ func (a *Authenticator) AuthenticateFrom(ctx context.Context, presented, client
 		return e.principal, e.err
 	}

-	if client != "" && !a.lookups.allow(client, a.now()) {
-		return Principal{}, ErrThrottled
-	}
-	p, err := a.resolve(ctx, hash)
-	if err != nil && !isRejection(err) {
-		// A database problem is not an authentication answer, so it must not be
-		// cached as one. Failing the request is right — the alternative is
-		// serving traffic whose authorization is unknown.
+	// One read for every request missing this key at once, rationed once.
+	v, err, _ := a.resolving.Do(id, func() (any, error) {
+		if e, ok := a.lookup(id); ok { // filled while this waited its turn
+			return e, nil
+		}
+		if client != "" && !a.lookups.allow(client, a.now()) {
+			return nil, ErrThrottled
+		}
+		p, err := a.resolve(ctx, hash)
+		if err != nil && !isRejection(err) {
+			// A database problem is not an authentication answer, so it must
+			// not be cached as one. Failing the request is right — the
+			// alternative is serving traffic whose authorization is unknown.
+			return nil, err
+		}
+		ttl := a.cfg.TTL
+		if err != nil {
+			ttl = a.cfg.NegativeTTL
+		}
+		e := entry{principal: p, err: err, expires: a.now().Add(ttl)}
+		a.store_(id, e)
+		return e, nil
+	})
+	if err != nil {
 		return Principal{}, err
 	}
-
-	ttl := a.cfg.TTL
-	if err != nil {
-		ttl = a.cfg.NegativeTTL
+	e := v.(entry)
+	if e.err == nil {
+		a.markUsed(e.principal.KeyID)
 	}
-	a.store_(id, entry{principal: p, err: err, expires: a.now().Add(ttl)})
-	if err == nil {
-		a.markUsed(p.KeyID)
-	}
-	return p, err
+	return e.principal, e.err
 }

 func (a *Authenticator) resolve(ctx context.Context, hash []byte) (Principal, error) {
@@ -478,3 +478,41 @@ func TestTheCacheDoesNotGrowWithoutBound(t *testing.T) {
 		t.Errorf("%d entries", n)
 	}
 }
+
+// A busy key whose entry has expired: every request in flight misses at once,
+// and they share one read and one of the address's allowance. Each taking
+// its own told a valid key to slow down, every thirty seconds, under load.
+func TestABusyKeyMissingTheCacheTogetherIsReadOnceAndNotThrottled(t *testing.T) {
+	s, secret, _ := fixture(t)
+	c := &slowStore{countingStore: countingStore{Store: s}, delay: 50 * time.Millisecond}
+	a := New(c, DefaultConfig())
+	var wg sync.WaitGroup
+	var throttled atomic.Int64
+	for range 200 {
+		wg.Add(1)
+		go func() {
+			defer wg.Done()
+			if _, err := a.AuthenticateFrom(context.Background(), secret, "203.0.113.9"); errors.Is(err, ErrThrottled) {
+				throttled.Add(1)
+			} else if err != nil {
+				t.Error(err)
+			}
+		}()
+	}
+	wg.Wait()
+	if throttled.Load() != 0 || c.lookups.Load() != 1 {
+		t.Errorf("%d throttled, %d database reads", throttled.Load(), c.lookups.Load())
+	}
+}
+
+// slowStore is a countingStore whose reads take a while, so the requests
+// missing together are still waiting when the first one asks.
+type slowStore struct {
+	countingStore
+	delay time.Duration
+}
+
+func (s *slowStore) KeyByHash(ctx context.Context, hash []byte) (store.Key, error) {
+	time.Sleep(s.delay)
+	return s.countingStore.KeyByHash(ctx, hash)
+}
@@ -247,6 +247,8 @@ var liveSettings = []string{
 	"presets",
 	// Handed to the reconciler as they change.
 	"on_demand",
+	// Read by the Slurm service each pass, kicked when they change.
+	"slurm",
 	// Read by server init, node add and backups, not by the server.
 	"backup_recipients", "backup_copy_to",
 }
@@ -189,6 +189,7 @@ func newCtlCmd() *cobra.Command {
 		newMCPCmd(client, &asJSON),
 		newKBCmd(client, &asJSON),
 		newTrainCmd(client, &asJSON),
+		newSlurmCmd(client, &asJSON),
 		newConfigCmd(client, &asJSON),
 		newAuditCmd(client, &asJSON),
 		newNotifyCmd(client, &asJSON),
@@ -418,7 +419,7 @@ func newModelsCmd(client func() *ctlClient, asJSON *bool) *cobra.Command {
 				}
 				fmt.Fprintf(w, "%s\t%s\t%d/%d\t%s\t%s\t%s\t%s\t%s\t%s\n",
 					name, serving, m.Ready, m.Min, modelStatus(m), m.Class, reserves(m),
-					join(m.Aliases), join(m.Profiles), join(m.Fallbacks))
+					join(m.Aliases), join(profilesWithCounts(m)), join(m.Fallbacks))
 				for _, x := range m.Warnings {
 					warnings = append(warnings, m.Name+": "+x)
 				}
@@ -499,8 +500,12 @@ func newReplicasCmd(client func() *ctlClient, asJSON *bool) *cobra.Command {
 					if s.Fetch == nil {
 						continue
 					}
-					fmt.Fprintf(w, "  %s: fetching %s\t\t\t\t\t\t\t\t\n",
-						s.Node, fetchColumn(s.Fetch))
+					what := "fetching"
+					if s.Fetch.Phase != "" {
+						what = s.Fetch.Phase
+					}
+					fmt.Fprintf(w, "  %s: %s %s\t\t\t\t\t\t\t\t\n",
+						s.Node, what, fetchColumn(s.Fetch))
 				}
 			}
 			_ = w.Flush()
@@ -692,3 +697,16 @@ func reserves(m adminapi.ModelView) string {
 	}
 	return out
 }
+
+// profilesWithCounts are a model's profiles, each with its replicas when
+// they are counted per profile: gpu=7, cpu=4.
+func profilesWithCounts(m adminapi.ModelView) []string {
+	if len(m.ProfileReplicas) == 0 {
+		return m.Profiles
+	}
+	out := make([]string, len(m.Profiles))
+	for i, p := range m.Profiles {
+		out[i] = fmt.Sprintf("%s=%d", p, m.ProfileReplicas[p])
+	}
+	return out
+}
@@ -0,0 +1,477 @@
+package cli
+
+import (
+	"encoding/json"
+	"fmt"
+	"io"
+	"net/url"
+	"os"
+	"slices"
+	"strings"
+	"text/tabwriter"
+
+	"github.com/spf13/cobra"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/config"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/slurmsvc"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/settings"
+)
+
+// newSlurmCmd is the Slurm cluster run beside llmgw (BACKLOG P): set up on
+// nodes llmgw already has, and nodes handed between the two.
+func newSlurmCmd(client func() *ctlClient, asJSON *bool) *cobra.Command {
+	cmd := &cobra.Command{
+		Use:   "slurm",
+		Short: "A Slurm cluster beside llmgw, for training and other batch work",
+		Long: "Slurm runs on llmgw's own nodes, installed and kept by their agents: slurmctld on one node,\n" +
+			"slurmd on those named. A node is llmgw's, drained in Slurm, until it is lent; lent, its\n" +
+			"replicas move off first, then Slurm may run jobs there. Taken back, Slurm drains it and\n" +
+			"llmgw has it again when its last job ends. Jobs are submitted on the controller node\n" +
+			"(sbatch, srun) by its own users, as on any Slurm cluster.",
+	}
+	cmd.AddCommand(newSlurmStatusCmd(client, asJSON), newSlurmSetupCmd(client), newSlurmOffCmd(client),
+		newSlurmListCmd(client, "lend", "Let Slurm run jobs on nodes; llmgw's replicas move off first", true),
+		newSlurmListCmd(client, "reclaim", "Take nodes back from Slurm; llmgw has them when their jobs end", false),
+		newSlurmSharedCmd(client), newSlurmUsersCmd(client, asJSON), newSlurmContainersCmd(client))
+	return cmd
+}
+
+func newSlurmContainersCmd(client func() *ctlClient) *cobra.Command {
+	cmd := &cobra.Command{
+		Use:   "containers",
+		Short: "Jobs in containers: srun --container-image (pyxis and enroot)",
+		Long: "On, the agents install enroot and pyxis on every machine of the Slurm cluster (from NVIDIA's\n" +
+			"releases, at versions llmgw pins and checks) and, on GPU machines, nvidia-container-cli; once\n" +
+			"every machine has them, Slurm loads pyxis and jobs may run in a container:\n\n" +
+			"  srun --gres=gpu:1 --container-image=nvcr.io#nvidia/pytorch:25.01-py3 python train.py\n\n" +
+			"The shared path is in every container where it is on the host. Off, Slurm stops loading pyxis;\n" +
+			"what was installed stays.",
+	}
+	var note string
+	toggle := func(use, short string, on bool) *cobra.Command {
+		c := &cobra.Command{
+			Use:   use,
+			Short: short,
+			Args:  cobra.NoArgs,
+			RunE: func(cmd *cobra.Command, _ []string) error {
+				return changeSettings(cmd, client, note, func(doc *settings.Doc) error {
+					if !on {
+						if doc.Node([]string{"slurm", "containers"}) != nil {
+							doc.Unset([]string{"slurm", "containers"})
+						}
+						return nil
+					}
+					return doc.SetYAML([]string{"slurm", "containers"}, "true")
+				})
+			},
+		}
+		c.Flags().StringVar(&note, "note", "", "why, kept with the settings' version")
+		return c
+	}
+	cmd.AddCommand(toggle("on", "Install pyxis and enroot everywhere, and let jobs run in containers", true),
+		toggle("off", "Slurm stops loading pyxis; what was installed stays", false))
+	return cmd
+}
+
+func newSlurmSharedCmd(client func() *ctlClient) *cobra.Command {
+	var path, server, nfs, note string
+	var off bool
+	c := &cobra.Command{
+		Use:   "shared --path DIR (--server NODE | --nfs HOST:/EXPORT) | --off",
+		Short: "Files every machine of the Slurm cluster sees at one path",
+		Long: "Home directories, datasets, the jobs' output and checkpoints, at the same path on the controller\n" +
+			"and every node. Three ways:\n" +
+			"  --nfs HOST:/EXPORT  the site's own NFS export, mounted at --path on every machine;\n" +
+			"  --server NODE       an llmgw node (the controller or a node) exports --path over NFS to the\n" +
+			"                      others, for a site with no storage of its own: one machine, not highly\n" +
+			"                      available, no faster than its disk and network;\n" +
+			"  neither             the site mounts --path itself (Lustre, BeeGFS, GPFS); llmgw only looks\n" +
+			"                      that it is there.\n" +
+			"The export answers the Slurm machines alone, NFS's port the cluster's networks. A machine\n" +
+			"that gives up its mount does so when no job holds files on it.",
+		Example: "  llmgw ctl slurm shared --path /shared --server node06\n" +
+			"  llmgw ctl slurm shared --path /shared --nfs filer.site:/export/hpc\n" +
+			"  llmgw ctl slurm shared --path /lustre/hpc\n" +
+			"  llmgw ctl slurm shared --off",
+		Args: cobra.NoArgs,
+		RunE: func(cmd *cobra.Command, _ []string) error {
+			if off == (path != "") {
+				return fmt.Errorf("give --path, or --off")
+			}
+			return changeSettings(cmd, client, note, func(doc *settings.Doc) error {
+				if off {
+					if doc.Node([]string{"slurm", "shared"}) != nil {
+						doc.Unset([]string{"slurm", "shared"})
+					}
+					return nil
+				}
+				v := map[string]string{"path": path}
+				if server != "" {
+					v["server"] = server
+				}
+				if nfs != "" {
+					v["nfs"] = nfs
+				}
+				b, _ := json.Marshal(v)
+				return doc.SetYAML([]string{"slurm", "shared"}, string(b))
+			})
+		},
+	}
+	c.Flags().StringVar(&path, "path", "", "where every machine sees the files, as /shared")
+	c.Flags().StringVar(&server, "server", "", "the llmgw node that exports them over NFS")
+	c.Flags().StringVar(&nfs, "nfs", "", "the site's NFS export, HOST:/EXPORT")
+	c.Flags().BoolVar(&off, "off", false, "no shared files; mounts and exports llmgw made are taken away")
+	c.Flags().StringVar(&note, "note", "", "why, kept with the settings' version")
+	return c
+}
+
+func newSlurmUsersCmd(client func() *ctlClient, asJSON *bool) *cobra.Command {
+	cmd := &cobra.Command{
+		Use:   "users",
+		Short: "The Linux users that run jobs, made from llmgw's accounts",
+		Long: "With slurm.users \"llmgw\" every active account is a Linux user on every machine of the Slurm\n" +
+			"cluster: its login from its e-mail address, a UID of llmgw's from 200000 up (never given to\n" +
+			"another, even when the account goes), its home under the shared path. It logs in over SSH\n" +
+			"with the keys given in the portal (Profile) or here. An account suspended or deleted loses\n" +
+			"its user; its home and files stay. Off, users are the site's: from its directory (sssd), or\n" +
+			"made by hand.",
+	}
+	list := &cobra.Command{
+		Use:   "list",
+		Short: "Every user, with its login, UID and how many keys it has",
+		Args:  cobra.NoArgs,
+		RunE: func(cmd *cobra.Command, _ []string) error {
+			var us []slurmsvc.User
+			if err := client().get(cmd.Context(), "/api/v1/slurm/users", &us); err != nil {
+				return err
+			}
+			w := cmd.OutOrStdout()
+			if *asJSON {
+				return json.NewEncoder(w).Encode(us)
+			}
+			tw := tabwriter.NewWriter(w, 0, 4, 2, ' ', 0)
+			fmt.Fprintln(tw, "LOGIN\tUID\tACCOUNT\tSSH KEYS")
+			for _, u := range us {
+				fmt.Fprintf(tw, "%s\t%d\t%s\t%d\n", u.Login, u.UID, u.Email, len(u.SSHKeys))
+			}
+			return tw.Flush()
+		},
+	}
+	var note string
+	toggle := func(use, short, value string) *cobra.Command {
+		c := &cobra.Command{
+			Use:   use,
+			Short: short,
+			Args:  cobra.NoArgs,
+			RunE: func(cmd *cobra.Command, _ []string) error {
+				return changeSettings(cmd, client, note, func(doc *settings.Doc) error {
+					if value == "" {
+						if doc.Node([]string{"slurm", "users"}) != nil {
+							doc.Unset([]string{"slurm", "users"})
+						}
+						return nil
+					}
+					return doc.SetYAML([]string{"slurm", "users"}, yamlString(value))
+				})
+			},
+		}
+		c.Flags().StringVar(&note, "note", "", "why, kept with the settings' version")
+		return c
+	}
+	keys := &cobra.Command{
+		Use:   "keys ACCOUNT FILE",
+		Short: "Replace an account's SSH public keys, from a file (- for standard input)",
+		Long:  "FILE holds OpenSSH public keys, one a line, as ~/.ssh/id_ed25519.pub; an empty one takes them all away.",
+		Example: "  llmgw ctl slurm users keys ayse@site.example ayse.pub\n" +
+			"  ssh-add -L | llmgw ctl slurm users keys ayse@site.example -",
+		Args: cobra.ExactArgs(2),
+		RunE: func(cmd *cobra.Command, args []string) error {
+			var b []byte
+			var err error
+			if args[1] == "-" {
+				b, err = io.ReadAll(io.LimitReader(cmd.InOrStdin(), 64<<10))
+			} else {
+				b, err = os.ReadFile(args[1])
+			}
+			if err != nil {
+				return err
+			}
+			body, _ := json.Marshal(map[string]string{"keys": string(b)})
+			var u slurmsvc.User
+			if err := client().put(cmd.Context(), "/api/v1/slurm/users/"+url.PathEscape(args[0])+"/ssh-keys", body, &u); err != nil {
+				return err
+			}
+			fmt.Fprintf(cmd.OutOrStdout(), "%s (UID %d) has %d SSH key(s); the machines have them within a minute\n",
+				u.Login, u.UID, len(u.SSHKeys))
+			return nil
+		},
+	}
+	cmd.AddCommand(list,
+		toggle("on", "Make a Linux user for every active account, on every machine of the Slurm cluster", "llmgw"),
+		toggle("off", "Leave users to the site; those llmgw made are taken away, their homes left", ""),
+		keys)
+	return cmd
+}
+
+func newSlurmStatusCmd(client func() *ctlClient, asJSON *bool) *cobra.Command {
+	return &cobra.Command{
+		Use:   "status",
+		Short: "The Slurm cluster, and where each of its nodes is",
+		Args:  cobra.NoArgs,
+		RunE: func(cmd *cobra.Command, _ []string) error {
+			var st slurmsvc.Status
+			if err := client().get(cmd.Context(), "/api/v1/slurm", &st); err != nil {
+				return err
+			}
+			w := cmd.OutOrStdout()
+			if *asJSON {
+				return json.NewEncoder(w).Encode(st)
+			}
+			if !st.Enabled {
+				fmt.Fprintln(w, "Slurm is off. `llmgw ctl slurm setup --controller NODE --nodes NODE,...` turns it on.")
+				return nil
+			}
+			fmt.Fprintf(w, "cluster %s, partition %s, controller %s", st.Cluster, st.Partition, st.Controller)
+			switch c := st.Ctld; {
+			case c == nil:
+				fmt.Fprintln(w, ": not heard from yet")
+			case c.Error != "":
+				fmt.Fprintf(w, ": %s\n", c.Error)
+			case c.SlurmctldRunning && c.SlurmdbdRunning:
+				fmt.Fprintf(w, ": slurmctld %s and slurmdbd running\n", c.Version)
+			case c.SlurmctldRunning:
+				fmt.Fprintf(w, ": slurmctld %s running, slurmdbd not (the jobs' records)\n", c.Version)
+			default:
+				fmt.Fprintln(w, ": slurmctld not running")
+			}
+			fmt.Fprintf(w, "shared files: %s\n", sharedLine(st.Shared))
+			if st.Users != "" {
+				fmt.Fprintf(w, "users: %d, made from llmgw's accounts\n", st.UserCount)
+			}
+			if line := containersLine(st); line != "" {
+				fmt.Fprintf(w, "containers: %s\n", line)
+			}
+			tw := tabwriter.NewWriter(w, 0, 4, 2, ' ', 0)
+			fmt.Fprintln(tw, "NODE\tPHASE\tSLURM\tJOBS\tSLURMD\tSHARED\tNOTE")
+			for _, n := range st.Nodes {
+				state, jobs, slurmd, shared, note := "-", "-", "-", "-", n.Describe()
+				if r := n.Status; r != nil {
+					state = or(r.State, "-")
+					jobs = fmt.Sprint(r.Jobs)
+					slurmd = map[bool]string{true: "running", false: "stopped"}[r.SlurmdRunning]
+					shared = or(r.Shared, "-")
+					if r.Error != "" {
+						note = r.Error
+					}
+				}
+				if !n.Connected {
+					note = "agent not connected; " + note
+				}
+				fmt.Fprintf(tw, "%s\t%s\t%s\t%s\t%s\t%s\t%s\n", n.Node, n.Phase, state, jobs, slurmd, shared, note)
+			}
+			if err := tw.Flush(); err != nil {
+				return err
+			}
+			if len(st.Waiting) > 0 {
+				fmt.Fprintf(w, "not in slurm.conf until they report their hardware: %s\n", strings.Join(st.Waiting, ", "))
+			}
+			return nil
+		},
+	}
+}
+
+func newSlurmSetupCmd(client func() *ctlClient) *cobra.Command {
+	var controller, cluster, partition, note string
+	var nodes []string
+	var all bool
+	c := &cobra.Command{
+		Use:   "setup --controller NODE --nodes NODE,... | --all-nodes",
+		Short: "Run Slurm on llmgw's nodes: slurmctld on one, slurmd on those named",
+		Long: "Turns slurm.enabled on and names the nodes, or with --all-nodes every node. Their agents install munge and Slurm (22.05 or\n" +
+			"newer) from the machines' own package sources; the controller also slurmdbd, the jobs' records, in a\n" +
+			"MariaDB on that machine alone (one that was there keeps its settings). Every node starts drained in Slurm and stays\n" +
+			"llmgw's until `llmgw ctl slurm lend` gives it to Slurm.",
+		Example: "  llmgw ctl slurm setup --controller node06 --nodes cuda01,cuda02\n" +
+			"  llmgw ctl slurm setup --controller node06 --all-nodes",
+		Args: cobra.NoArgs,
+		RunE: func(cmd *cobra.Command, _ []string) error {
+			if controller == "" || (len(nodes) == 0 && !all) {
+				return fmt.Errorf("give --controller, and --nodes or --all-nodes")
+			}
+			return changeSettings(cmd, client, note, func(doc *settings.Doc) error {
+				if err := doc.SetYAML([]string{"slurm", "enabled"}, "true"); err != nil {
+					return err
+				}
+				if err := doc.SetYAML([]string{"slurm", "controller"}, yamlString(controller)); err != nil {
+					return err
+				}
+				if err := setList(doc, []string{"slurm", "nodes"}, nodes); err != nil {
+					return err
+				}
+				if err := doc.SetYAML([]string{"slurm", "all_nodes"}, fmt.Sprint(all)); err != nil {
+					return err
+				}
+				// Lent nodes no longer named are not lent.
+				lent := slices.DeleteFunc(docList(doc, []string{"slurm", "lent"}),
+					func(n string) bool { return !all && !slices.Contains(nodes, n) })
+				if err := setList(doc, []string{"slurm", "lent"}, lent); err != nil {
+					return err
+				}
+				for k, v := range map[string]string{"cluster_name": cluster, "partition": partition} {
+					if v != "" {
+						if err := doc.SetYAML([]string{"slurm", k}, yamlString(v)); err != nil {
+							return err
+						}
+					}
+				}
+				return nil
+			})
+		},
+	}
+	c.Flags().StringVar(&controller, "controller", "", "the node that runs slurmctld")
+	c.Flags().StringSliceVar(&nodes, "nodes", nil, "the nodes that run slurmd")
+	c.Flags().BoolVar(&all, "all-nodes", false, "every node runs slurmd, those that join later too")
+	c.Flags().StringVar(&cluster, "cluster-name", "", "Slurm's ClusterName (llmgw)")
+	c.Flags().StringVar(&partition, "partition", "", "the partition every node is in (gpu)")
+	c.Flags().StringVar(&note, "note", "", "why, kept with the settings' version")
+	return c
+}
+
+func newSlurmOffCmd(client func() *ctlClient) *cobra.Command {
+	var note string
+	var force bool
+	c := &cobra.Command{
+		Use:   "off",
+		Short: "Stop running Slurm; every node is llmgw's again",
+		Long: "slurmd and slurmctld are stopped where llmgw started them; the packages stay. A node still\n" +
+			"lent is refused unless --force: take it back first, so its jobs end before the daemons do.",
+		Args: cobra.NoArgs,
+		RunE: func(cmd *cobra.Command, _ []string) error {
+			return changeSettings(cmd, client, note, func(doc *settings.Doc) error {
+				if lent := docList(doc, []string{"slurm", "lent"}); len(lent) > 0 && !force {
+					return fmt.Errorf("%s still lent: `llmgw ctl slurm reclaim` them first, or --force",
+						strings.Join(lent, ", "))
+				}
+				setList(doc, []string{"slurm", "lent"}, nil) //nolint:errcheck // an empty list
+				return doc.SetYAML([]string{"slurm", "enabled"}, "false")
+			})
+		},
+	}
+	c.Flags().BoolVar(&force, "force", false, "even with nodes still lent")
+	c.Flags().StringVar(&note, "note", "", "why, kept with the settings' version")
+	return c
+}
+
+// containersLine says whether jobs may run in containers, and which
+// machines are not ready yet; empty when containers are off.
+func containersLine(st slurmsvc.Status) string {
+	switch st.Containers {
+	case "on":
+		return "on (srun --container-image)"
+	case "":
+		return ""
+	}
+	var waiting []string
+	for _, n := range st.Nodes {
+		if n.Status == nil || n.Status.Containers == "" {
+			waiting = append(waiting, n.Node)
+		}
+	}
+	if st.Ctld == nil || st.Ctld.Containers == "" {
+		if !slices.Contains(waiting, st.Controller) {
+			waiting = append(waiting, st.Controller)
+		}
+	}
+	return "installing pyxis and enroot; jobs take them once every machine has them (waiting: " +
+		strings.Join(waiting, ", ") + ")"
+}
+
+// sharedLine says where the shared files are and come from.
+func sharedLine(sh config.SharedStorage) string {
+	switch {
+	case sh.Path == "":
+		return "none (`llmgw ctl slurm shared` adds them; a batch job's output stays on its node)"
+	case sh.Server != "":
+		return fmt.Sprintf("%s, exported over NFS by %s", sh.Path, sh.Server)
+	case sh.NFS != "":
+		return fmt.Sprintf("%s, mounted from %s", sh.Path, sh.NFS)
+	}
+	return sh.Path + ", mounted by the site"
+}
+
+// newSlurmListCmd adds nodes to slurm.lent, or takes them out.
+func newSlurmListCmd(client func() *ctlClient, use, short string, add bool) *cobra.Command {
+	var note string
+	c := &cobra.Command{
+		Use:   use + " NODE...",
+		Short: short,
+		Args:  cobra.MinimumNArgs(1),
+		RunE: func(cmd *cobra.Command, args []string) error {
+			return changeSettings(cmd, client, note, func(doc *settings.Doc) error {
+				return lendChange(doc, args, add)
+			})
+		},
+	}
+	c.Flags().StringVar(&note, "note", "", "why, kept with the settings' version")
+	return c
+}
+
+// lendChange adds nodes to slurm.lent, or with add false takes them out.
+func lendChange(doc *settings.Doc, names []string, add bool) error {
+	nodes := docList(doc, []string{"slurm", "nodes"})
+	all := docBool(doc, []string{"slurm", "all_nodes"})
+	lent := docList(doc, []string{"slurm", "lent"})
+	for _, n := range names {
+		switch {
+		case add && !all && !slices.Contains(nodes, n):
+			return fmt.Errorf("%s does not run slurmd: add it with `llmgw ctl slurm setup --nodes`", n)
+		case add && !slices.Contains(lent, n):
+			lent = append(lent, n)
+		case !add:
+			lent = slices.DeleteFunc(lent, func(l string) bool { return l == n })
+		}
+	}
+	return setList(doc, []string{"slurm", "lent"}, lent)
+}
+
+// docList reads a list of strings from the settings, empty when unset.
+func docList(doc *settings.Doc, path []string) []string {
+	n := doc.Node(path)
+	if n == nil {
+		return nil
+	}
+	var out []string
+	if err := n.Decode(&out); err != nil {
+		return nil
+	}
+	return out
+}
+
+// docBool reads a boolean from the settings, false when unset.
+func docBool(doc *settings.Doc, path []string) bool {
+	var b bool
+	if n := doc.Node(path); n != nil {
+		_ = n.Decode(&b)
+	}
+	return b
+}
+
+func setList(doc *settings.Doc, path []string, list []string) error {
+	if len(list) == 0 {
+		if doc.Node(path) != nil {
+			doc.Unset(path)
+		}
+		return nil
+	}
+	return doc.SetYAML(path, yamlList(list))
+}
+
+func yamlString(s string) string {
+	b, _ := json.Marshal(s)
+	return string(b)
+}
+
+func yamlList(list []string) string {
+	b, _ := json.Marshal(list)
+	return string(b)
+}
@@ -0,0 +1,35 @@
+package cli
+
+import (
+	"slices"
+	"strings"
+	"testing"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/settings"
+)
+
+func TestSlurmDocLists(t *testing.T) {
+	doc, err := settings.FromBytes("settings", []byte("slurm:\n  enabled: true\n  nodes: [cuda01, site2]\n"))
+	if err != nil {
+		t.Fatal(err)
+	}
+	if got := docList(doc, []string{"slurm", "nodes"}); !slices.Equal(got, []string{"cuda01", "site2"}) {
+		t.Fatalf("nodes %v", got)
+	}
+	if got := docList(doc, []string{"slurm", "lent"}); got != nil {
+		t.Fatalf("lent %v", got)
+	}
+	if err := setList(doc, []string{"slurm", "lent"}, []string{"cuda01"}); err != nil {
+		t.Fatal(err)
+	}
+	if got := docList(doc, []string{"slurm", "lent"}); !slices.Equal(got, []string{"cuda01"}) {
+		t.Fatalf("lent %v", got)
+	}
+	if err := setList(doc, []string{"slurm", "lent"}, nil); err != nil {
+		t.Fatal(err)
+	}
+	b, _ := doc.Bytes()
+	if strings.Contains(string(b), "lent") {
+		t.Fatalf("an empty list left:\n%s", b)
+	}
+}
@@ -84,3 +84,19 @@ func TestTheSummaryIsWrittenWhereItIsToldNotToTheTerminal(t *testing.T) {
 		}
 	}
 }
+
+func TestStatusSaysWhenAlertsGoNowhere(t *testing.T) {
+	render := func(s adminapi.Summary) string {
+		cmd := &cobra.Command{}
+		var b bytes.Buffer
+		cmd.SetOut(&b)
+		printSummary(cmd, s)
+		return b.String()
+	}
+	if out := render(adminapi.Summary{NoAlerts: true}); !strings.Contains(out, "ALERTS    nowhere") {
+		t.Errorf("no webhook was not called out:\n%s", out)
+	}
+	if out := render(adminapi.Summary{}); strings.Contains(out, "ALERTS") {
+		t.Errorf("an alerts line with webhooks set:\n%s", out)
+	}
+}
@@ -4,6 +4,7 @@ import (
 	"encoding/json"
 	"fmt"
 	"strings"
+	"time"

 	"github.com/spf13/cobra"

@@ -87,13 +88,10 @@ func collectOrphans(cmd *cobra.Command, c *ctlClient, node string, asJSON bool)
 	if err != nil {
 		return err
 	}
-	var results []struct {
-		Node  string `json:"node"`
-		Files int    `json:"files"`
-		Bytes int64  `json:"bytes"`
-		Error string `json:"error,omitempty"`
-	}
-	if err := c.post(cmd.Context(), "/api/v1/weights/collect", body, &results); err != nil {
+	var results []adminapi.CollectResult
+	// The control plane waits for the nodes to list their files without the
+	// deleted ones: half a minute at most.
+	if err := c.patient(time.Minute).post(cmd.Context(), "/api/v1/weights/collect", body, &results); err != nil {
 		return err
 	}
 	if asJSON {
@@ -103,7 +101,7 @@ func collectOrphans(cmd *cobra.Command, c *ctlClient, node string, asJSON bool)
 		fmt.Fprintln(cmd.OutOrStdout(), "Nothing to reclaim.")
 		return nil
 	}
-	var freed int64
+	var freed, left int64
 	for _, r := range results {
 		if r.Error != "" {
 			// Reported rather than fatal: the other nodes' space is still worth
@@ -111,14 +109,20 @@ func collectOrphans(cmd *cobra.Command, c *ctlClient, node string, asJSON bool)
 			fmt.Fprintf(cmd.OutOrStdout(), "%s: %s\n", r.Node, r.Error)
 			continue
 		}
-		fmt.Fprintf(cmd.OutOrStdout(), "%s: asked to remove %d files, %s\n",
-			r.Node, r.Files, fileSize(r.Bytes))
-		freed += r.Bytes
+		line := fmt.Sprintf("%s: removed %d files, %s", r.Node, r.Files, fileSize(r.Bytes))
+		if r.Left > 0 {
+			line += fmt.Sprintf("; %d still there, %s", r.Left, fileSize(r.LeftBytes))
+		}
+		fmt.Fprintln(cmd.OutOrStdout(), line)
+		freed, left = freed+r.Bytes, left+r.LeftBytes
+	}
+	fmt.Fprintf(cmd.OutOrStdout(), "\n%s freed.\n", fileSize(freed))
+	if left > 0 {
+		// Each node decides: one that keeps a path it cannot prove it
+		// fetched is the feature working. Its agent's log names each.
+		fmt.Fprintf(cmd.OutOrStdout(), "%s the nodes kept; each node's agent log says why "+
+			"(journalctl -u llmgw-agent).\n", fileSize(left))
 	}
-	// "asked", not "removed": each node decides, and one that refuses a path it
-	// cannot prove it fetched is the feature working rather than failing.
-	fmt.Fprintf(cmd.OutOrStdout(), "\n%s requested. The nodes verify each path before deleting it.\n",
-		fileSize(freed))
 	return nil
 }

@@ -72,6 +72,8 @@ func newEngineCheckCmd() *cobra.Command {
 					cfg.VLLM.Bin = bin
 				case "sglang":
 					cfg.SGLang.Python = bin
+				case "freetoken":
+					cfg.FreeToken.Binary = bin
 				case "trtllm":
 					cfg.TRTLLM.Python = bin
 				case "sim":
@@ -0,0 +1,34 @@
+package cli
+
+import (
+	"testing"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/catalog"
+)
+
+func TestAPackageInstallThatIsNoEnginesIsNamed(t *testing.T) {
+	if got := provisionLine("", "", "installing", "mariadb-server, munge, with apt-get"); got !=
+		"system packages: installing: mariadb-server, munge, with apt-get" {
+		t.Fatalf("got %q", got)
+	}
+	if got := provisionLine("llamacpp", "b10991", "ready", ""); got != "llamacpp b10991: ready" {
+		t.Fatalf("got %q", got)
+	}
+}
+
+func TestCoresAloneKeepTheMemory(t *testing.T) {
+	m := catalog.Model{Name: "judge", Profiles: []catalog.Profile{{Name: "cpu", MinMemoryGB: 2}, {Name: "cpu-big", MinMemoryGB: 2}}}
+	if got, err := keptMemory(m, ""); err != nil || got != 2 {
+		t.Fatalf("got %d, %v", got, err)
+	}
+	m.Profiles[1].MinMemoryGB = 4
+	if _, err := keptMemory(m, ""); err == nil {
+		t.Fatal("profiles that differ were given one memory")
+	}
+	if got, err := keptMemory(m, "cpu-big"); err != nil || got != 4 {
+		t.Fatalf("got %d, %v", got, err)
+	}
+	if _, err := keptMemory(m, "gpu"); err == nil {
+		t.Fatal("a profile the model has not was taken")
+	}
+}
@@ -49,6 +49,9 @@ type leaderForward struct {
 	self string
 	tls  tlsconf.Config
 	log  *slog.Logger
+	// routes, with router.active_active, is the leader's replicas this
+	// standby routes to; nil when every request goes to the leader.
+	routes *standbyRoutes
 }

 // standby wraps the admin handler: /api/ goes to the leader while this
@@ -117,7 +120,8 @@ func (f *leaderForward) public(next http.Handler, port string) http.Handler {
 	return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
 		// Once only: a request another control plane forwarded is answered
 		// here, leading or not, rather than sent on while the lease moves.
-		if publicStaysHere(r.URL.Path) || f.lead.IsLeader() || r.Header.Get(hdrForwardedBy) != "" {
+		if publicStaysHere(r.URL.Path) || f.lead.IsLeader() || r.Header.Get(hdrForwardedBy) != "" ||
+			f.answersHere(r.URL.Path) {
 			next.ServeHTTP(w, r)
 			return
 		}
@@ -154,6 +158,15 @@ func (f *leaderForward) public(next http.Handler, port string) http.Handler {
 	})
 }

+// answersHere is whether a standby answers this client request itself: the
+// API under /v1, with router.active_active, while it has the leader's
+// replicas to send it to. Not the portal, its admin pages or /mcp, whose
+// llmgw:admin tools read the cluster from memory only the leader has; and
+// not while the leader has gone unheard, when it is passed on as before.
+func (f *leaderForward) answersHere(path string) bool {
+	return f.routes != nil && strings.HasPrefix(path, "/v1/") && f.routes.serving()
+}
+
 // trustControlPlanes keeps the client port trusting the other control
 // planes' X-Forwarded-For, besides router.trusted_proxies: a standby passes
 // requests on, and the client is the address it was given, not the standby.
@@ -32,7 +32,11 @@ type forwardCluster struct {
 	leaderURL       string
 }

-func newForwardCluster(t *testing.T) *forwardCluster {
+func newForwardCluster(t *testing.T) *forwardCluster { return newForwardClusterWith(t, nil) }
+
+// newForwardClusterWith answers forwarded requests on the leader with admin,
+// or, given nil, with one that says what it was asked.
+func newForwardClusterWith(t *testing.T, leaderAdmin http.Handler) *forwardCluster {
 	t.Helper()
 	dir := t.TempDir()
 	ca, err := tlsconf.NewCA("test CA")
@@ -81,6 +85,9 @@ func newForwardCluster(t *testing.T) *forwardCluster {
 			"auth": r.Header.Get("Authorization"), "actor": r.Header.Get("X-Llmgw-Actor")})
 	})
 	mux := http.NewServeMux()
+	if leaderAdmin != nil {
+		admin = leaderAdmin.ServeHTTP
+	}
 	mux.Handle(forwardPrefix+"/", c.leader.leaderSide(admin))
 	srv := httptest.NewUnstartedServer(mux)
 	tc, err := cfgFor("ctl-a").ServerConfig()
@@ -19,6 +19,7 @@ import (
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/adminapi"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/catalog"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/modelserve"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/modelsvc"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/sourcecheck"
 )

@@ -34,7 +35,7 @@ func newModelCmd(client func() *ctlClient, asJSON *bool) *cobra.Command {
 		Use:   "model",
 		Short: "Add or remove models while the cluster is running",
 	}
-	c.AddCommand(newModelStopCmd(client), newModelStartCmd(client), newModelContextCmd(client), newModelGPUsCmd(client), newModelAddCmd(client), newModelPresetsCmd(client, asJSON), newModelRemoveCmd(client), newModelPlanCmd(client),
+	c.AddCommand(newModelStopCmd(client), newModelStartCmd(client), newModelReplicasCmd(client), newModelContextCmd(client), newModelGPUsCmd(client), newModelAddCmd(client), newModelPresetsCmd(client, asJSON), newModelRemoveCmd(client), newModelPlanCmd(client),
 		newResourcesCmd(client), newClassCmd(client), newOwnerCmd(client),
 		newTargetCmd(client, asJSON), newAdaptersCmd(client),
 		newModelServeCmd(client), newModelUpdatesCmd(client, asJSON), newModelUpdateCmd(client),
@@ -337,7 +338,7 @@ func newResourcesCmd(client func() *ctlClient) *cobra.Command {
 	var memory, cores int
 	var profile string
 	c := &cobra.Command{
-		Use:   "resources <model> --memory GB [--cores N]",
+		Use:   "resources <model> [--memory GB] [--cores N]",
 		Short: "Set what a model reserves of a node: memory, and CPU cores",
 		Long: "--memory is the host RAM a replica needs: for a model with no GPU, its\n" +
 			"weights, KV cache and engine together. Placement reserves it on the node,\n" +
@@ -350,8 +351,20 @@ func newResourcesCmd(client func() *ctlClient) *cobra.Command {
 			"--model M` moves them to the new figures.",
 		Args: cobra.ExactArgs(1),
 		RunE: func(cmd *cobra.Command, args []string) error {
+			if !cmd.Flags().Changed("memory") && !cmd.Flags().Changed("cores") {
+				return fmt.Errorf("give --memory, --cores or both")
+			}
 			if !cmd.Flags().Changed("memory") {
-				return fmt.Errorf("--memory is required")
+				// Cores alone: the memory stays what it is.
+				var cur catalog.Model
+				if err := client().get(cmd.Context(), "/api/v1/models/"+args[0], &cur); err != nil {
+					return err
+				}
+				kept, err := keptMemory(cur, profile)
+				if err != nil {
+					return err
+				}
+				memory = kept
 			}
 			body, err := json.Marshal(adminapi.ResourcesRequest{Profile: profile, MemoryGB: memory, CPUCores: cores})
 			if err != nil {
@@ -368,12 +381,31 @@ func newResourcesCmd(client func() *ctlClient) *cobra.Command {
 			return nil
 		},
 	}
-	c.Flags().IntVar(&memory, "memory", 0, "host RAM a replica needs, in GB")
+	c.Flags().IntVar(&memory, "memory", 0, "host RAM a replica needs, in GB; kept as it is when left out")
 	c.Flags().IntVar(&cores, "cores", 0, "CPU cores a replica with no GPU computes on; 0 reserves none")
 	c.Flags().StringVar(&profile, "profile", "", "one profile; every profile when left out")
 	return c
 }

+// keptMemory is the memory a model's profiles reserve now, for a change of
+// cores alone: one profile's, or every profile's when they agree.
+func keptMemory(m catalog.Model, profile string) (int, error) {
+	memory := -1
+	for _, p := range m.Profiles {
+		if profile != "" && p.Name != profile {
+			continue
+		}
+		if memory >= 0 && p.MinMemoryGB != memory {
+			return 0, fmt.Errorf("%s's profiles reserve different memory: give --memory, or --profile", m.Name)
+		}
+		memory = p.MinMemoryGB
+	}
+	if memory < 0 {
+		return 0, fmt.Errorf("%s has no profile %q", m.Name, profile)
+	}
+	return memory, nil
+}
+
 func newClassCmd(client func() *ctlClient) *cobra.Command {
 	return &cobra.Command{
 		Use:   "class <model> critical|standard|opportunistic|default",
@@ -472,10 +504,10 @@ func newAdaptersCmd(client func() *ctlClient) *cobra.Command {
 }

 func newModelContextCmd(client func() *ctlClient) *cobra.Command {
-	var slots int
+	var slots, maxOut int
 	c := &cobra.Command{
-		Use:   "context <model> <tokens>",
-		Short: "Change how much one request to a served model may use",
+		Use:   "context <model> [tokens]",
+		Short: "Change how much one request to a served model may use, and how long its answers may be",
 		Long: "The context lives in three places: the catalog (what a request may use, and\n" +
 			"what it may answer), the engine's arguments (llama.cpp's --ctx-size and\n" +
 			"--parallel, vLLM's --max-model-len), and the memory the KV cache takes. This\n" +
@@ -483,21 +515,39 @@ func newModelContextCmd(client func() *ctlClient) *cobra.Command {
 			"and a context its cards would not hold, saying what each would need. Its\n" +
 			"replicas are then started again on it, each new one before the old stops.\n\n" +
 			"--slots is how many requests a llama.cpp replica answers at once; its pool is\n" +
-			"slots × tokens. Left out, it keeps what it has.",
+			"slots × tokens. Left out, it keeps what it has.\n\n" +
+			"--max-output is the longest answer the gateway lets a request ask for. With a\n" +
+			"context it is set with it; left out, it follows the context as it did. Alone,\n" +
+			"without tokens, it changes only that, and no replica is started again.\n\n" +
+			"Strata's context is its setup's --context, and FreeToken's\n" +
+			"--max-seq-len-override; for both the card is not checked, since each sizes its\n" +
+			"caches to it.",
 		Example: "  llmgw ctl model context qwen3-coder-30b 65536\n" +
-			"  llmgw ctl model context qwen2.5-7b 16384 --slots 4",
-		Args: cobra.ExactArgs(2),
+			"  llmgw ctl model context qwen2.5-7b 16384 --slots 4\n" +
+			"  llmgw ctl model context qwen3.8-flash-next-iq2_xs 32768 --max-output 8192\n" +
+			"  llmgw ctl model context qwen3.8-flash-next-iq2_xs --max-output 4096",
+		Args: cobra.RangeArgs(1, 2),
 		RunE: func(cmd *cobra.Command, args []string) error {
-			tokens, err := strconv.Atoi(args[1])
-			if err != nil {
-				return fmt.Errorf("the context is a whole number of tokens, not %q", args[1])
+			tokens := 0
+			if len(args) == 2 {
+				var err error
+				if tokens, err = strconv.Atoi(args[1]); err != nil {
+					return fmt.Errorf("the context is a whole number of tokens, not %q", args[1])
+				}
+			} else if maxOut == 0 {
+				return fmt.Errorf("say the context's tokens, or --max-output, or both")
 			}
-			body, _ := json.Marshal(modelserve.ContextRequest{Tokens: tokens, Slots: slots})
+			body, _ := json.Marshal(modelserve.ContextRequest{Tokens: tokens, Slots: slots, MaxOutput: maxOut})
 			var v modelserve.ContextChange
 			if err := client().patient(time.Minute).post(cmd.Context(), "/api/v1/models/"+args[0]+"/context", body, &v); err != nil {
 				return err
 			}
 			out := cmd.OutOrStdout()
+			if v.OutputOnly {
+				fmt.Fprintf(out, "%s: answers up to %d tokens (was %d); its context stays %d, and no replica was started again\n",
+					v.Model, v.MaxOutput, v.MaxOutputBefore, v.After)
+				return nil
+			}
 			fmt.Fprintf(out, "%s: %d → %d tokens a request, answers up to %d", v.Model, v.Before, v.After, v.MaxOutput)
 			if v.Trained > 0 {
 				fmt.Fprintf(out, " (trained for %d)", v.Trained)
@@ -523,6 +573,7 @@ func newModelContextCmd(client func() *ctlClient) *cobra.Command {
 		},
 	}
 	c.Flags().IntVar(&slots, "slots", 0, "llama.cpp: requests a replica answers at once (default: as it is)")
+	c.Flags().IntVar(&maxOut, "max-output", 0, "the longest answer, in tokens (default: follows the context)")
 	return c
 }

@@ -579,3 +630,50 @@ func newModelGPUsCmd(client func() *ctlClient) *cobra.Command {
 	c.Flags().BoolVar(&inPlace, "in-place", false, "stop each replica before its replacement starts, when there is no room beside it")
 	return c
 }
+
+func newModelReplicasCmd(client func() *ctlClient) *cobra.Command {
+	var cpuMemory, cpuCores int
+	c := &cobra.Command{
+		Use:   "replicas <model> <profile>=<n>...",
+		Short: "How many of a model's replicas run on each of its profiles: gpu=7 cpu=4",
+		Long: "Each replica runs on the best profile that fits unless counted here: seven on\n" +
+			"cards and four on CPUs, all answering under the model's name, the router filling\n" +
+			"the cards before the CPUs. A profile not named keeps its count. For a GGUF model\n" +
+			"with no profile on CPUs, --cpu-memory adds one named cpu. Its scaling becomes the\n" +
+			"sum; llmgw ctl model scale with another total ends the count per profile.",
+		Example: "  llmgw ctl model replicas qwen-coder gpu-1xl40s-48g=7 cpu=4 --cpu-memory 24 --cpu-cores 8",
+		Args:    cobra.MinimumNArgs(2),
+		RunE: func(cmd *cobra.Command, args []string) error {
+			req := adminapi.ProfileReplicasRequest{Profiles: map[string]int{}}
+			for _, a := range args[1:] {
+				name, v, ok := strings.Cut(a, "=")
+				n, err := strconv.Atoi(v)
+				if !ok || err != nil || name == "" {
+					return fmt.Errorf("%q: a profile and a count, as gpu=7", a)
+				}
+				req.Profiles[name] = n
+			}
+			if cpuMemory > 0 {
+				req.CPU = &modelsvc.CPUProfile{MemoryGB: cpuMemory, CPUCores: cpuCores}
+			}
+			body, err := json.Marshal(req)
+			if err != nil {
+				return err
+			}
+			var m catalog.Model
+			if err := client().post(cmd.Context(), "/api/v1/models/"+args[0]+"/replicas", body, &m); err != nil {
+				return err
+			}
+			var parts []string
+			for _, p := range m.Profiles {
+				parts = append(parts, fmt.Sprintf("%d on %s", p.Replicas, p.Name))
+			}
+			fmt.Fprintf(cmd.OutOrStdout(), "%s runs %s: %d in all. Those short start first, then those over stop.\n",
+				m.Name, strings.Join(parts, ", "), m.SplitTotal())
+			return nil
+		},
+	}
+	c.Flags().IntVar(&cpuMemory, "cpu-memory", 0, "add a profile on CPUs named cpu, reserving this many GB a replica")
+	c.Flags().IntVar(&cpuCores, "cpu-cores", 0, "the cores a replica on CPUs computes on (default: half the node's)")
+	return c
+}
@@ -321,7 +321,10 @@ func planFiles(cmd *cobra.Command, client func() *ctlClient, repo, format string
 		fmt.Fprintln(out, "\nNo file fits this cluster as it is: a smaller context (--context), or more memory.")
 		return errDoesNotFit
 	}
-	fmt.Fprintf(out, "\nBest: %s on %s: %s.\n", rec.Artifact, rec.Label(), rec.MemoryText())
+	fmt.Fprintf(out, "\nBest: %s on %s: %s%s.\n", rec.Artifact, rec.Label(), rec.MemoryText(), speedNote(rec))
+	if w := slowWarning(rec); w != "" {
+		fmt.Fprintln(out, w)
+	}
 	if p.KVBytesPerToken > 0 {
 		fmt.Fprintf(out, "The context costs %.2f GB per 1000 tokens, the whole model (--context to plan another).\n",
 			modelplan.GB(p.KVBytesPerToken*1000))
@@ -334,7 +337,8 @@ func planFiles(cmd *cobra.Command, client func() *ctlClient, repo, format string
 			if o.FreeNow {
 				now = "free"
 			}
-			fmt.Fprintf(w, "  %s\t%s\t%s\t%d host(s)\t%s\n", o.Artifact, o.Label(), o.MemoryText(), o.Hosts, now)
+			fmt.Fprintf(w, "  %s\t%s\t%s\t%d host(s)\t%s\t%s\n", o.Artifact, o.Label(), o.MemoryText(), o.Hosts, now,
+				speedCell(o.TokensPerSecond))
 		}
 		_ = w.Flush()
 	}
@@ -349,3 +353,37 @@ func planFiles(cmd *cobra.Command, client func() *ctlClient, repo, format string
 	fmt.Fprintln(out, " --fallbacks")
 	return nil
 }
+
+// speedCell is a way's speed in a table: about how many tokens a second one
+// reply gets, and whether that is slow.
+func speedCell(tps float64) string {
+	switch {
+	case tps <= 0:
+		return ""
+	case tps < modelplan.CPUTooSlowTPS:
+		return fmt.Sprintf("~%.1f tok/s, very slow", tps)
+	case tps < modelplan.CPUSlowTPS:
+		return fmt.Sprintf("~%.0f tok/s, slow", tps)
+	}
+	return fmt.Sprintf("~%.0f tok/s", tps)
+}
+
+// speedNote is the same for a sentence, empty when not known.
+func speedNote(o modelplan.Option) string {
+	if o.TokensPerSecond <= 0 {
+		return ""
+	}
+	return fmt.Sprintf(", about %s tokens a second for one reply", strconv.FormatFloat(o.TokensPerSecond, 'f', 1, 64))
+}
+
+// slowWarning says what a slow way means for somebody waiting on a reply.
+func slowWarning(o modelplan.Option) string {
+	tps := o.TokensPerSecond
+	switch {
+	case tps <= 0 || tps >= modelplan.CPUSlowTPS:
+		return ""
+	case tps < modelplan.CPUTooSlowTPS:
+		return fmt.Sprintf("Very slow: a reply of 500 tokens takes about %.0f minutes.", max(1, 500/tps/60))
+	}
+	return fmt.Sprintf("Slow: a reply of 500 tokens takes about %.0f seconds.", 500/tps)
+}
@@ -114,7 +114,7 @@ engines are kept.`,
 	}
 	f := cmd.Flags()
 	f.StringVar(&na.opts.Node, "node", "", "node id (default: the machine's hostname)")
-	f.StringVar(&na.opts.User, "ssh-user", "", "user to log in as (default: the one before @ in the address, else whoever ran sudo, else you)")
+	f.StringVar(&na.opts.User, "ssh-user", "", "user to log in as (default: the one before @ in the address, else the ssh config's for the machine, else whoever ran sudo, else you)")
 	f.StringArrayVar(&na.servers, "server", nil, "control plane address the agent dials, https://host:7443; repeatable for failover (default: this machine)")
 	f.StringArrayVar(&na.fabrics, "fabric", nil, "InfiniBand or RoCE fabric and its adapters, name:mlx5_0,mlx5_1; repeatable")
 	f.StringVar(&na.opts.MgmtAddr, "mgmt-addr", "", "address engines are reached at (default: found by the agent)")
@@ -228,8 +228,9 @@ func (na *nodeAdd) target(addr string) onboard.Options {
 	if o.User == "" {
 		// Under sudo, the person who ran it — their account is usually the
 		// one that exists on the nodes too. root's own keys still do the
-		// logging in, since that is who is running ssh.
-		o.User = os.Getenv("SUDO_USER")
+		// logging in, since that is who is running ssh. Only a fallback: a
+		// User in the ssh config's block for the machine comes first.
+		o.FallbackUser = os.Getenv("SUDO_USER")
 	}
 	return o
 }
@@ -495,7 +496,17 @@ func engineEvent(engine, version, state, detail string) onboard.Event {
 		level = onboard.Warn
 	}
 	return onboard.Event{Step: onboard.StepEngines, Level: level,
-		Detail: fmt.Sprintf("%s %s: %s%s", engine, version, state, prefixed(": ", detail))}
+		Detail: provisionLine(engine, version, state, detail)}
+}
+
+// provisionLine is one line of what a node is installing. A package
+// install that is no engine's, Slurm's or MariaDB's, has no name or version.
+func provisionLine(engine, version, state, detail string) string {
+	what := strings.TrimSpace(engine + " " + version)
+	if what == "" {
+		what = "system packages"
+	}
+	return fmt.Sprintf("%s: %s%s", what, state, prefixed(": ", detail))
 }

 func prefixed(p, s string) string {
@@ -49,6 +49,7 @@ import (
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/fleetmetrics"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/modelsvc"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/reconciler"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/slurmsvc"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/train"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/guard"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/hf"
@@ -59,6 +60,7 @@ import (
 	"gitea.mynodes.xyz/ilker/llmgw/internal/promq"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/router"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/secrets"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/slurm"
 	storepkg "gitea.mynodes.xyz/ilker/llmgw/internal/store"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/tlsconf"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/version"
@@ -254,6 +256,7 @@ func newServerCmd() *cobra.Command {
 			// The settings in force, for what reads them at each use.
 			var current atomic.Pointer[config.Server]
 			current.Store(&cfg)
+			rt.SetSlurm(func() config.SlurmSettings { return current.Load().Slurm })
 			var agentSvc *agentsvc.Service
 			var agentHandler http.Handler
 			var agentPath string
@@ -261,6 +264,8 @@ func newServerCmd() *cobra.Command {
 			// What the settings say of the firewall, for the mirror and the
 			// store's members; nil without a control plane.
 			var fwPub *firewallPublisher
+			// The Slurm cluster beside llmgw, when there is a store (BACKLOG P).
+			var slurmSvc *slurmsvc.Service
 			updateMetrics := &modelserve.UpdateCollector{}
 			// The store's cluster, when it is one; read by the metrics and
 			// by `ctl status`.
@@ -412,6 +417,7 @@ func newServerCmd() *cobra.Command {
 				adminAPI = api
 				api.SetReleases(cfg.Releases)
 				api.SetNotifier(notifier)
+				api.SetWebhooks(func() int { return len(current.Load().Notify.Webhooks) })
 				api.SetReplayer(rt.Replay)
 				// Quality suites, asked of a model the way a replay is.
 				evals = newEvalService(cfg, rt, admin, log)
@@ -436,6 +442,31 @@ func newServerCmd() *cobra.Command {
 						agentSvc.SetTrain(trainer)
 						go trainer.Run(ctx)
 						api.SetTrain(&adminapi.TrainAdmin{Store: st, Service: trainer})
+						// Slurm on the nodes the settings name, its munge key
+						// made from a cluster secret.
+						slurmSvc = slurmsvc.New(func() config.SlurmSettings { return current.Load().Slurm },
+							admin.Inventory(), agentSvc, func(ctx context.Context) ([]byte, error) {
+								secret, err := st.ClusterSecret(ctx, "slurm-munge")
+								if err != nil {
+									return nil, err
+								}
+								return slurm.MungeKey(secret)
+							}, log)
+						// What slurm.conf held, for the leader that comes next.
+						slurmSvc.SetMemory(slurmsvc.StoreMemory(st))
+						// slurm.users "llmgw": a Linux user for each active account.
+						slurmSvc.SetUsers(func(ctx context.Context) ([]slurmsvc.User, error) {
+							us, err := st.SlurmUsers(ctx)
+							out := make([]slurmsvc.User, 0, len(us))
+							for _, u := range us {
+								out = append(out, adminapi.SlurmUserView(u))
+							}
+							return out, err
+						})
+						api.SetSlurmUsers(st)
+						agentSvc.SetSlurm(slurmSvc)
+						go slurmSvc.Run(ctx)
+						api.SetSlurm(slurmSvc)
 					}
 					// The cluster's settings, each change checked against this
 					// machine's own keys before it is kept.
@@ -691,6 +722,21 @@ func newServerCmd() *cobra.Command {
 			if admin != nil && admin.Leadership() != nil && rt.Store() != nil && cfg.AgentTLS.Enabled() {
 				self, _ := os.Hostname()
 				forward = &leaderForward{st: rt.Store(), lead: admin.Leadership(), self: self, tls: cfg.AgentTLS, log: log}
+				// And with router.active_active, a standby answers the client
+				// API itself, to the leader's replicas.
+				if cfg.Router.ActiveActive {
+					var refresh func(context.Context) error
+					if catalogSvc != nil {
+						refresh = catalogSvc.Refresh
+					}
+					routes := newStandbyRoutes(forward, rt, refresh, admin.Publish, log)
+					forward.routes = routes
+					admin.SetReplicaFeed(routes)
+					rt.SetActivator(standbyActivator{Reconciler: admin.Reconciler(), routes: routes})
+					go routes.run(ctx)
+					go rt.ShareBudgets(ctx)
+					log.Info("standbys answer the client API themselves (router.active_active)")
+				}
 			}
 			served := adminHandler
 			if forward != nil {
@@ -826,6 +872,9 @@ func newServerCmd() *cobra.Command {
 							fwPub.Kick()
 						}
 					}
+					if slices.ContainsFunc(changed, func(c string) bool { return strings.HasPrefix(c, "slurm") }) && slurmSvc != nil {
+						slurmSvc.Kick()
+					}
 					if slices.ContainsFunc(changed, func(c string) bool { return strings.HasPrefix(c, "on_demand") }) && admin != nil {
 						admin.Reconciler().SetEvictionTimes(next.OnDemand.EvictAfterIdle, next.OnDemand.MinLifetime)
 					}
@@ -443,7 +443,7 @@ func (sa *serverAdd) storeAccess(ctx context.Context) error {
 			return err
 		}
 	}
-	sa.done("nodes will be told of both control planes within half a minute")
+	sa.done("nodes will be told of every control plane within half a minute")
 	return nil
 }

@@ -124,6 +124,13 @@ type serverInit struct {
 	// media has the nodes install ComfyUI and the leader add a picture model
 	// and a 3D model once a card fits one.
 	media bool
+	// slurm runs Slurm beside llmgw: slurmctld on this machine's node,
+	// slurmd on every node, each llmgw's until it is lent.
+	slurm bool
+	// slurmShared is where Slurm's shared files come from: "here" (this
+	// machine exports /shared), the site's export as HOST:/EXPORT, or
+	// "none". slurmUsers is "llmgw" (users from the accounts) or "site".
+	slurmShared, slurmUsers string
 	// evictAfterIdle and minLifetime are on_demand's; zero leaves its own.
 	evictAfterIdle, minLifetime time.Duration
 	// standbys makes each machine of the replicated store a control plane
@@ -258,6 +265,12 @@ func newServerInitCmd() *cobra.Command {
 	f.DurationVar(&in.maxKeyTTL, "max-key-ttl", defaultMaxKeyTTL, "the longest an API key lives")
 	f.BoolVar(&in.media, "media", false,
 		"pictures and 3D: the nodes install ComfyUI, and a picture model and a 3D model are added once a card fits one")
+	f.BoolVar(&in.slurm, "slurm", false,
+		"Slurm for training and batch jobs: slurmctld and slurmdbd (with a MariaDB) on this machine, slurmd on every node, each llmgw's until 'llmgw ctl slurm lend'")
+	f.StringVar(&in.slurmShared, "slurm-shared", "here",
+		"with --slurm, the jobs' shared files at /shared: here (this machine exports them over NFS), the site's HOST:/EXPORT, or none")
+	f.StringVar(&in.slurmUsers, "slurm-users", config.UsersLlmgw,
+		"with --slurm, who makes the Linux users that run jobs: llmgw (one for each account, SSH keys in the portal) or site")
 	f.DurationVar(&in.evictAfterIdle, "evict-after-idle", 0,
 		"how long a model loaded on demand goes unasked-for before another may have its card (0: 2m)")
 	f.DurationVar(&in.minLifetime, "min-lifetime", 0,
@@ -13,6 +13,7 @@ import (
 	"time"

 	"gitea.mynodes.xyz/ilker/llmgw/internal/agent/provision"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/config"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/pgha"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/preflight"
 )
@@ -132,9 +133,25 @@ func (in *serverInit) checkChoices() error {
 		return fmt.Errorf("max key ttl %s: an hour at least", in.maxKeyTTL)
 	case in.evictAfterIdle < 0 || in.minLifetime < 0:
 		return fmt.Errorf("on-demand times cannot be negative")
+	case in.slurm && in.noNode:
+		return fmt.Errorf("slurm runs slurmctld on this machine's node: it needs the node (no --no-node)")
 	case in.vip != "" && !in.standbys:
 		return fmt.Errorf("a floating address moves between control planes: it needs the standbys")
 	}
+	if in.slurm {
+		// The controller is this machine's node, named by its hostname: a
+		// name Slurm does not take would keep the server from starting.
+		if err := (config.SlurmSettings{Enabled: true, Controller: localNodeID()}).Check(); err != nil {
+			return fmt.Errorf("slurm: this machine's hostname: %w", err)
+		}
+		set := config.SlurmSettings{Enabled: true, Controller: localNodeID(), Shared: slurmShared(in.slurmShared)}
+		if err := set.Check(); err != nil {
+			return fmt.Errorf("--slurm-shared %q: here, none, or the site's HOST:/EXPORT: %w", in.slurmShared, err)
+		}
+		if u := in.slurmUsers; u != "" && u != config.UsersLlmgw && u != "site" {
+			return fmt.Errorf("--slurm-users %q: llmgw or site", u)
+		}
+	}
 	if in.vip != "" {
 		ip, _, err := net.ParseCIDR(in.vip)
 		if err != nil || ip.To4() == nil {
@@ -318,6 +335,9 @@ func (in *serverInit) tuneConfig(body string) string {
 			"# one ('llmgw ctl model presets auto off' stops it).\n"+
 			"engines:\n  comfyui: "+provision.ComfyUIVersion()+"\npresets:\n  auto: true\n")
 	}
+	if in.slurm {
+		extra = append(extra, slurmSection(localNodeID(), slurmShared(in.slurmShared), in.slurmUsers != "site"))
+	}
 	if in.evictAfterIdle > 0 || in.minLifetime > 0 {
 		b := "# How models that load when asked for take turns on a card, chosen at\n# install.\non_demand:\n"
 		if in.evictAfterIdle > 0 {
@@ -334,6 +354,53 @@ func (in *serverInit) tuneConfig(body string) string {
 	return body
 }

+// slurmShared is --slurm-shared as settings: "here" is /shared exported
+// by this machine's node, "none" nothing, anything else the site's export.
+func slurmShared(v string) config.SharedStorage {
+	switch v {
+	case "", "none":
+		return config.SharedStorage{}
+	case "here":
+		return config.SharedStorage{Path: "/shared", Server: localNodeID()}
+	}
+	return config.SharedStorage{Path: "/shared", NFS: v}
+}
+
+// slurmSection is server.yaml's slurm block as an install chooses it:
+// slurmctld on this machine's node, slurmd on every node, the shared files
+// and the users as chosen.
+func slurmSection(controller string, shared config.SharedStorage, users bool) string {
+	b := "# Slurm beside llmgw, chosen at install: slurmctld, and slurmdbd with a MariaDB\n" +
+		"# for the jobs' records, on this machine; slurmd on\n" +
+		"# every node, those that join later too. Each node is llmgw's, drained in\n" +
+		"# Slurm, until 'llmgw ctl slurm lend NODE' gives it to Slurm; 'llmgw ctl slurm\n" +
+		"# reclaim NODE' takes it back once its jobs end.\n" +
+		"slurm:\n  enabled: true\n  controller: " + yamlString(controller) + "\n  all_nodes: true\n"
+	switch {
+	case shared.Server != "":
+		b += "  # /shared on every Slurm machine, exported over NFS from this one\n" +
+			"  # ('llmgw ctl slurm shared' points it at the site's storage instead).\n" +
+			"  shared:\n    path: " + yamlString(shared.Path) + "\n    server: " + yamlString(shared.Server) + "\n"
+	case shared.NFS != "":
+		b += "  # /shared on every Slurm machine, mounted from the site's export.\n" +
+			"  shared:\n    path: " + yamlString(shared.Path) + "\n    nfs: " + yamlString(shared.NFS) + "\n"
+	}
+	if users {
+		b += "  # A Linux user for each llmgw account, the same UID everywhere; SSH keys\n" +
+			"  # in the portal's Profile. Empty leaves users to the site (sssd, a directory).\n" +
+			"  users: llmgw\n"
+	}
+	return b
+}
+
+// localNodeID is the node id this machine's agent takes: its hostname.
+func localNodeID() string {
+	if h, err := os.Hostname(); err == nil && h != "" {
+		return h
+	}
+	return "localhost"
+}
+
 // durationYAML is a duration as a person writes it: 2h, 90m, 1m30s.
 func durationYAML(d time.Duration) string {
 	switch {
@@ -467,6 +534,15 @@ func (in *serverInit) initFlags() []string {
 	if in.media {
 		add("--media")
 	}
+	if in.slurm {
+		add("--slurm")
+		if in.slurmShared != "" && in.slurmShared != "here" {
+			add("--slurm-shared", in.slurmShared)
+		}
+		if in.slurmUsers == "site" {
+			add("--slurm-users", "site")
+		}
+	}
 	if in.evictAfterIdle > 0 {
 		add("--evict-after-idle", durationYAML(in.evictAfterIdle))
 	}
@@ -17,7 +17,7 @@ import (
 func TestEveryChoiceIsInTheConfigurationWrittenAndItLoads(t *testing.T) {
 	in := &serverInit{
 		language: "tr", signupOpen: true, defaultRPM: 120, defaultTPM: 50000, maxKeyTTL: 30 * 24 * time.Hour,
-		media: true, evictAfterIdle: time.Minute, minLifetime: 90 * time.Second,
+		media: true, slurm: true, slurmShared: "here", slurmUsers: "llmgw", evictAfterIdle: time.Minute, minLifetime: 90 * time.Second,
 		judge: judgeSpec{Fail: "open", Categories: []string{"Violent", "PII"}, Replicas: 3, Budget: 3 * time.Second},
 	}
 	j := in.judgeFor()
@@ -41,6 +41,10 @@ func TestEveryChoiceIsInTheConfigurationWrittenAndItLoads(t *testing.T) {
 		t.Errorf("limits %d %d %s", cfg.Auth.DefaultRPM, cfg.Auth.DefaultTPM, cfg.Auth.MaxKeyTTL)
 	case !cfg.Presets.Auto || cfg.Engines["comfyui"] == "":
 		t.Errorf("pictures and 3D: presets %v comfyui %q", cfg.Presets.Auto, cfg.Engines["comfyui"])
+	case !cfg.Slurm.Enabled || !cfg.Slurm.AllNodes || cfg.Slurm.Controller != localNodeID():
+		t.Errorf("slurm %+v", cfg.Slurm)
+	case cfg.Slurm.Shared.Path != "/shared" || cfg.Slurm.Shared.Server != localNodeID() || cfg.Slurm.Users != "llmgw":
+		t.Errorf("slurm's shared files and users %+v", cfg.Slurm)
 	case cfg.OnDemand.EvictAfterIdle != time.Minute || cfg.OnDemand.MinLifetime != 90*time.Second:
 		t.Errorf("on demand %+v", cfg.OnDemand)
 	}
@@ -95,14 +99,14 @@ func TestAStarterIsChosenByNameOrByItsFile(t *testing.T) {

 func TestTheChoicesAreTheirFlagsAgain(t *testing.T) {
 	in := &serverInit{admin: "ops@example.com", hosts: []string{"llm.example.com"}, postgres: true,
-		mirrorPath: "/data/models", noNode: true, language: "tr", media: true,
+		mirrorPath: "/data/models", language: "tr", media: true, slurm: true,
 		webhooks: []string{"https://hooks.slack.com/services/T/B/x, json:https://a.example.com/in"},
 		judge:    judgeSpec{Categories: []string{"Violent", "Jailbreak"}}, maxKeyTTL: 7 * 24 * time.Hour}
 	in.starter, _ = starterFrom("qwen3-4b")
 	got := strings.Join(in.initFlags(), " ")
 	want := "--admin ops@example.com --host llm.example.com --language tr --max-key-ttl 168h --postgres " +
-		"--mirror-dir /data/models --no-node --starter qwen3-4b --judge-categories Violent,Jailbreak " +
-		"--webhook https://hooks.slack.com/services/T/B/x --webhook json:https://a.example.com/in --media"
+		"--mirror-dir /data/models --starter qwen3-4b --judge-categories Violent,Jailbreak " +
+		"--webhook https://hooks.slack.com/services/T/B/x --webhook json:https://a.example.com/in --media --slurm"
 	if got != want {
 		t.Errorf("flags\n got %s\nwant %s", got, want)
 	}
@@ -124,6 +128,7 @@ func TestChoicesThatCannotBeInstalledAreRefused(t *testing.T) {
 		{maxKeyTTL: time.Minute},
 		{vip: "10.0.0.160/24"},
 		{standbys: true, vip: "10.0.0.160"},
+		{slurm: true, noNode: true},
 	} {
 		if err := in.checkChoices(); err == nil {
 			t.Errorf("taken: %+v", in)
@@ -398,7 +398,9 @@ labels:
 	// checks its own llama.cpp, the CUDA build when it has a GPU, and a new
 	// machine is often busy with its own package updates first.
 	client := in.adminAPI()
-	last := ""
+	// Each engine's line once, and again only when it changes: the engines'
+	// states come back together on every look.
+	seen := map[string]string{}
 	err = waitFor(ctx, 20*time.Minute, "this node to be ready with an engine", func() (bool, error) {
 		var nodes []adminapi.NodeView
 		if err := client.get(ctx, "/api/v1/nodes", &nodes); err != nil {
@@ -412,9 +414,9 @@ labels:
 				return true, nil
 			}
 			for _, p := range n.Provision {
-				if line := fmt.Sprintf("%s %s: %s %s", p.Engine, p.Version, p.State, p.Detail); line != last {
-					fmt.Fprintf(in.out, "  ..    %s\n", strings.TrimSpace(line))
-					last = line
+				if line := provisionLine(p.Engine, p.Version, p.State, p.Detail); seen[p.Engine] != line {
+					fmt.Fprintf(in.out, "  ..    %s\n", line)
+					seen[p.Engine] = line
 				}
 				// Only llama.cpp is waited for: vLLM installs for minutes after,
 				// and one this node cannot run is not a reason to stop here.
@@ -0,0 +1,254 @@
+package cli
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"io"
+	"log/slog"
+	"net/http"
+	"sync"
+	"time"
+
+	"golang.org/x/net/http2"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/reconciler"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/router"
+)
+
+// How often a standby answering requests itself hears from the leader, and
+// how long it keeps routing to the replicas it last heard of when it does
+// not. Long enough to ride out the leader changing hands — the engines are
+// still where they were, and a dead one opens its breaker — short enough
+// that a standby cut off from the cluster stops sending to a list it cannot
+// check.
+const (
+	standbyPoll  = 2 * time.Second
+	standbyTrust = time.Minute
+)
+
+// The router is what counts against limits, and shares the counts.
+var _ control.RateSharer = (*router.Router)(nil)
+
+// standbyRoutes is a standby's copy of the leader's Ready replicas, when
+// standbys answer requests themselves (router.active_active). Each tick it
+// reports what its router used and is answered with the replicas, in one
+// request over the agent port with its control-plane certificate.
+type standbyRoutes struct {
+	fwd     *leaderForward
+	usage   control.UsageSource
+	refresh func(context.Context) error // reads the catalog again from the store
+	publish func(context.Context)       // hands the router the new list now
+	log     *slog.Logger
+	now     func() time.Time
+
+	mu      sync.Mutex
+	reps    []control.RoutedReplica
+	heard   time.Time
+	catalog string               // the leader's catalog revision last seen
+	sent    map[string]time.Time // the last use already reported, by replica
+	want    map[string]bool      // on-demand models asked for since the last report
+	kick    chan struct{}
+
+	// The connection to the leader, kept between ticks: one per leader
+	// address, the previous one's closed when the lease moves.
+	client     *http.Client
+	clientHost string
+}
+
+func newStandbyRoutes(fwd *leaderForward, usage control.UsageSource, refresh func(context.Context) error,
+	publish func(context.Context), log *slog.Logger,
+) *standbyRoutes {
+	return &standbyRoutes{fwd: fwd, usage: usage, refresh: refresh, publish: publish, log: log, now: time.Now,
+		sent: map[string]time.Time{}, want: map[string]bool{}, kick: make(chan struct{}, 1)}
+}
+
+// Ready satisfies control.ReplicaFeed.
+func (s *standbyRoutes) Ready() ([]control.RoutedReplica, bool) {
+	s.mu.Lock()
+	defer s.mu.Unlock()
+	if s.heard.IsZero() || s.now().Sub(s.heard) > standbyTrust {
+		return nil, false
+	}
+	return s.reps, true
+}
+
+// serving says whether this standby has replicas to send a request to, which
+// is when it keeps the client API rather than passing it to the leader.
+func (s *standbyRoutes) serving() bool {
+	reps, ok := s.Ready()
+	return ok && len(reps) > 0
+}
+
+// wanted queues an on-demand model for the leader, and reports at once
+// rather than on the next tick: someone is waiting on it.
+func (s *standbyRoutes) wanted(model string) {
+	s.mu.Lock()
+	s.want[model] = true
+	s.mu.Unlock()
+	select {
+	case s.kick <- struct{}{}:
+	default:
+	}
+}
+
+func (s *standbyRoutes) run(ctx context.Context) {
+	t := time.NewTicker(standbyPoll)
+	defer t.Stop()
+	for {
+		if s.fwd.lead.IsLeader() {
+			// Its own reconciler's replicas now. What it heard as a standby
+			// is forgotten, so becoming one again starts afresh.
+			s.mu.Lock()
+			s.reps, s.heard, s.catalog = nil, time.Time{}, ""
+			clear(s.sent)
+			clear(s.want)
+			s.mu.Unlock()
+		} else if err := s.exchange(ctx); err != nil {
+			s.log.Debug("could not hear from the leader", "err", err)
+		}
+		select {
+		case <-ctx.Done():
+			return
+		case <-t.C:
+		case <-s.kick:
+		}
+	}
+}
+
+// exchange reports activity and takes the replicas in return.
+func (s *standbyRoutes) exchange(ctx context.Context) error {
+	act, sent := s.activity()
+	body, err := json.Marshal(act)
+	if err != nil {
+		return err
+	}
+	target, name, err := s.fwd.leader(ctx)
+	if err != nil {
+		return err
+	}
+	client, err := s.clientFor(target.Host, target.Hostname())
+	if err != nil {
+		return err
+	}
+	ctx, cancel := context.WithTimeout(ctx, 5*time.Second)
+	defer cancel()
+	req, err := http.NewRequestWithContext(ctx, http.MethodPost,
+		"https://"+target.Host+forwardPrefix+"/api/v1/routing/activity", bytes.NewReader(body))
+	if err != nil {
+		return err
+	}
+	req.Header.Set("Content-Type", "application/json")
+	req.Header.Set(hdrForwardedBy, s.fwd.self)
+	resp, err := client.Do(req)
+	if err != nil {
+		return err
+	}
+	defer resp.Body.Close()
+	if resp.StatusCode != http.StatusOK {
+		b, _ := io.ReadAll(io.LimitReader(resp.Body, 512))
+		return fmt.Errorf("%s answered %s: %s", name, resp.Status, bytes.TrimSpace(b))
+	}
+	var rt control.Routing
+	if err := json.NewDecoder(resp.Body).Decode(&rt); err != nil {
+		return fmt.Errorf("%s's routing: %w", name, err)
+	}
+
+	s.mu.Lock()
+	s.reps, s.heard = rt.Replicas, s.now()
+	stale := rt.Catalog != s.catalog
+	s.catalog = rt.Catalog
+	for id, at := range sent {
+		s.sent[id] = at
+	}
+	for _, m := range act.Want {
+		delete(s.want, m)
+	}
+	s.mu.Unlock()
+
+	// What the leader and the other standbys counted, so this router's
+	// limits are the cluster's.
+	if rs, ok := s.usage.(control.RateSharer); ok && rt.Rates != nil {
+		rs.SetOtherRates(*rt.Rates)
+	}
+
+	// A model added or changed through the leader is in the store: the
+	// catalog first, so the replicas published next resolve against it.
+	if stale && s.refresh != nil {
+		if err := s.refresh(ctx); err != nil {
+			s.log.Warn("could not read the catalog the leader changed", "err", err)
+			s.mu.Lock()
+			s.catalog = "" // tried again next tick
+			s.mu.Unlock()
+		}
+	}
+	if s.publish != nil {
+		s.publish(ctx)
+	}
+	return nil
+}
+
+// clientFor is the client for the leader at host, made once per leader.
+// Only the run loop calls it.
+func (s *standbyRoutes) clientFor(host, name string) (*http.Client, error) {
+	if s.client != nil && s.clientHost == host {
+		return s.client, nil
+	}
+	tc, err := s.fwd.tls.ClientConfig(name)
+	if err != nil {
+		return nil, err
+	}
+	if s.client != nil {
+		s.client.CloseIdleConnections()
+	}
+	s.client = &http.Client{Transport: &http2.Transport{TLSClientConfig: tc, ReadIdleTimeout: 30 * time.Second}}
+	s.clientHost = host
+	return s.client, nil
+}
+
+// activity is what to report: uses newer than the last reported, and the
+// models asked for. sent is what to record as reported once the leader has
+// it.
+func (s *standbyRoutes) activity() (control.Activity, map[string]time.Time) {
+	var used map[string]time.Time
+	if s.usage != nil {
+		used = s.usage.LastUsed()
+	}
+	s.mu.Lock()
+	defer s.mu.Unlock()
+	act := control.Activity{From: s.fwd.self, LastUsed: map[string]time.Time{}}
+	if rs, ok := s.usage.(control.RateSharer); ok {
+		r := rs.Rates()
+		act.Rates = &r
+	}
+	for id, at := range used {
+		if at.After(s.sent[id]) {
+			act.LastUsed[id] = at
+		}
+	}
+	for m := range s.want {
+		act.Want = append(act.Want, m)
+	}
+	return act, act.LastUsed
+}
+
+// standbyActivator asks the leader for an on-demand model when a request for
+// it reaches a standby: the standby's own reconciler places nothing. Which
+// models load on demand, and why one cannot, are still the reconciler's to
+// answer from the catalog.
+type standbyActivator struct {
+	*reconciler.Reconciler
+	routes *standbyRoutes
+}
+
+func (a standbyActivator) Want(model string) bool {
+	if !a.Reconciler.Want(model) {
+		return false
+	}
+	if !a.routes.fwd.lead.IsLeader() {
+		a.routes.wanted(model)
+	}
+	return true
+}
@@ -0,0 +1,186 @@
+package cli
+
+import (
+	"context"
+	"encoding/json"
+	"io"
+	"log/slog"
+	"net"
+	"net/http"
+	"net/http/httptest"
+	"slices"
+	"strings"
+	"sync"
+	"testing"
+	"time"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/accounting"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control"
+)
+
+// fakeLeaderRouting is the leader's routing API: what it was told, and the
+// replicas and catalog it answers with.
+type fakeLeaderRouting struct {
+	mu      sync.Mutex
+	got     []control.Activity
+	routing control.Routing
+}
+
+func (f *fakeLeaderRouting) ServeHTTP(w http.ResponseWriter, r *http.Request) {
+	if r.Method != http.MethodPost || r.URL.Path != "/api/v1/routing/activity" {
+		http.NotFound(w, r)
+		return
+	}
+	var act control.Activity
+	if err := json.NewDecoder(r.Body).Decode(&act); err != nil {
+		http.Error(w, err.Error(), http.StatusBadRequest)
+		return
+	}
+	f.mu.Lock()
+	defer f.mu.Unlock()
+	f.got = append(f.got, act)
+	_ = json.NewEncoder(w).Encode(f.routing)
+}
+
+func (f *fakeLeaderRouting) last() control.Activity {
+	f.mu.Lock()
+	defer f.mu.Unlock()
+	return f.got[len(f.got)-1]
+}
+
+type fixedUsage map[string]time.Time
+
+func (u fixedUsage) LastUsed() map[string]time.Time { return u }
+
+// sharingUsage is a router whose limits are counted with the others'.
+type sharingUsage struct {
+	fixedUsage
+	own    accounting.Rates
+	others *accounting.Rates
+}
+
+func (u *sharingUsage) Rates() accounting.Rates          { return u.own }
+func (u *sharingUsage) SetOtherRates(r accounting.Rates) { u.others = &r }
+
+// A standby reports its counts under its name and puts what the leader says
+// the rest of the cluster counted in force on its router.
+func TestAStandbysLimitsAreTheClusters(t *testing.T) {
+	theirs := accounting.NewRates(time.Now())
+	theirs.Tokens.Current = map[string]int64{"key-1": 900}
+	leader := &fakeLeaderRouting{routing: control.Routing{Rates: &theirs}}
+	c := newForwardClusterWith(t, leader)
+	u := &sharingUsage{own: accounting.NewRates(time.Now())}
+	u.own.Requests.Current = map[string]int64{"key-1": 4}
+	s := newStandbyRoutes(c.standby, u, nil, nil, slog.New(slog.DiscardHandler))
+	if err := s.exchange(t.Context()); err != nil {
+		t.Fatal(err)
+	}
+	act := leader.last()
+	if act.From != "ctl-b" || act.Rates == nil || act.Rates.Requests.Current["key-1"] != 4 {
+		t.Errorf("reported %+v", act)
+	}
+	if u.others == nil || u.others.Tokens.Current["key-1"] != 900 {
+		t.Errorf("the router was told %+v", u.others)
+	}
+}
+
+func TestAStandbyFollowsTheLeadersReplicas(t *testing.T) {
+	leader := &fakeLeaderRouting{routing: control.Routing{Catalog: "a/1",
+		Replicas: []control.RoutedReplica{{ID: "llama-r0", Model: "llama", Endpoint: "http://10.0.0.5:20001"}}}}
+	c := newForwardClusterWith(t, leader)
+	used := time.Date(2026, 11, 1, 12, 0, 0, 0, time.UTC)
+	refreshed := 0
+	s := newStandbyRoutes(c.standby, fixedUsage{"llama-r0": used}, func(_ context.Context) error {
+		refreshed++
+		return nil
+	}, nil, slog.New(slog.DiscardHandler))
+
+	if _, ok := s.Ready(); ok {
+		t.Fatal("ready before hearing from the leader")
+	}
+	if err := s.exchange(t.Context()); err != nil {
+		t.Fatal(err)
+	}
+	if reps, ok := s.Ready(); !ok || len(reps) != 1 || reps[0].ID != "llama-r0" {
+		t.Fatalf("replicas %+v, %v", reps, ok)
+	}
+	if got := leader.last().LastUsed["llama-r0"]; !got.Equal(used) {
+		t.Errorf("the leader was told the replica was last used %v", got)
+	}
+	if refreshed != 1 {
+		t.Errorf("the catalog was read %d times on first hearing from the leader", refreshed)
+	}
+
+	// Only what is new is reported, and the catalog is read again only when
+	// the leader's changed.
+	s.wanted("flux")
+	if err := s.exchange(t.Context()); err != nil {
+		t.Fatal(err)
+	}
+	if act := leader.last(); len(act.LastUsed) != 0 || !slices.Equal(act.Want, []string{"flux"}) {
+		t.Errorf("second report %+v", act)
+	}
+	if refreshed != 1 {
+		t.Errorf("an unchanged catalog was read again")
+	}
+	leader.mu.Lock()
+	leader.routing.Catalog = "a/2"
+	leader.mu.Unlock()
+	if err := s.exchange(t.Context()); err != nil {
+		t.Fatal(err)
+	}
+	if act := leader.last(); len(act.Want) != 0 {
+		t.Errorf("an on-demand model reported twice: %+v", act)
+	}
+	if refreshed != 2 {
+		t.Errorf("the changed catalog was not read: %d", refreshed)
+	}
+
+	// Unheard for longer than it is trusted, it routes nothing, and requests
+	// go to the leader again.
+	c.standby.routes = s
+	if !c.standby.answersHere("/v1/chat/completions") {
+		t.Error("a standby with replicas passed the API on")
+	}
+	s.now = func() time.Time { return time.Now().Add(standbyTrust + time.Second) }
+	if _, ok := s.Ready(); ok || c.standby.answersHere("/v1/chat/completions") {
+		t.Error("a standby the leader has not answered for a minute still routes")
+	}
+}
+
+// The client API stays on a standby with replicas; the portal, its admin
+// pages and /mcp still go to the leader.
+func TestAStandbyAnswersOnlyTheAPIItself(t *testing.T) {
+	leader := &fakeLeaderRouting{routing: control.Routing{
+		Replicas: []control.RoutedReplica{{ID: "llama-r0", Model: "llama", Endpoint: "http://10.0.0.5:20001"}}}}
+	c := newForwardClusterWith(t, leader)
+	s := newStandbyRoutes(c.standby, nil, nil, nil, slog.New(slog.DiscardHandler))
+	if err := s.exchange(t.Context()); err != nil {
+		t.Fatal(err)
+	}
+	c.standby.routes = s
+
+	port := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		_, _ = w.Write([]byte("leader " + r.URL.Path))
+	}))
+	defer port.Close()
+	_, p, _ := net.SplitHostPort(strings.TrimPrefix(port.URL, "http://"))
+	local := http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) { _, _ = w.Write([]byte("standby " + r.URL.Path)) })
+	srv := httptest.NewServer(c.standby.public(local, p))
+	defer srv.Close()
+
+	for path, want := range map[string]string{
+		"/v1/chat/completions": "standby", "/v1/models": "standby",
+		"/admin/replicas": "leader", "/mcp": "leader", "/": "leader",
+	} {
+		resp, err := http.Get(srv.URL + path) //nolint:noctx // a test
+		if err != nil {
+			t.Fatal(err)
+		}
+		b, _ := io.ReadAll(resp.Body)
+		resp.Body.Close()
+		if got, _, _ := strings.Cut(string(b), " "); got != want {
+			t.Errorf("%s answered by %q, want the %s", path, b, want)
+		}
+	}
+}
@@ -156,6 +156,10 @@ func printSummary(cmd *cobra.Command, s adminapi.Summary) {
 	if s.Stopped {
 		fmt.Fprintln(out, "SERVICE   STOPPED: no model runs and requests are answered 503 (llmgw start)")
 	}
+	if s.NoAlerts {
+		fmt.Fprintln(out, "ALERTS    nowhere: a lost node or a judge down is told nobody "+
+			"(llmgw ctl config set notify.webhooks, then llmgw ctl notify test)")
+	}
 	if s.GuardOff {
 		fmt.Fprintln(out, "GUARD     off: no request is checked, whatever the policies say (llmgw ctl guard on)")
 	}
@@ -20,6 +20,7 @@ import (
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/catalog"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/facility"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/modelserve"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/modelsvc"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/release"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/version"
 )
@@ -346,10 +347,12 @@ func (m consoleModel) modelMenu(md adminapi.ModelView) *menuDialog {
 		}},
 		{"Context length…", func(m *consoleModel) tea.Cmd {
 			m.openForm(&formDialog{title: "Context of " + md.Name,
-				note: "What one request may use. The engine's arguments and the memory change with it, checked against " +
-					"what the cards hold; its replicas are then started again on it, one by one.",
+				note: "What one request may use, and the longest answer. A changed context changes the engine's arguments " +
+					"and memory, checked against what the cards hold, and starts its replicas again one by one; the " +
+					"longest answer alone changes only the gateway's limit, at once.",
 				fields: []formField{
 					textF("tokens", strconv.Itoa(md.ContextLength), "a request's prompt and answer together"),
+					textF("longest answer", strconv.Itoa(md.MaxOutput), "tokens; empty follows the context"),
 					textF("slots", "", "llama.cpp: requests at once; empty keeps it"),
 				},
 				submit: func(m *consoleModel, v []string) (tea.Cmd, error) {
@@ -357,14 +360,25 @@ func (m consoleModel) modelMenu(md adminapi.ModelView) *menuDialog {
 					if err != nil || tokens < 256 {
 						return nil, fmt.Errorf("the context is a whole number of tokens, at least 256")
 					}
-					slots := 0
+					maxOut := 0
 					if v[1] != "" {
-						if slots, err = strconv.Atoi(v[1]); err != nil || slots < 1 {
+						if maxOut, err = strconv.Atoi(v[1]); err != nil || maxOut < 1 {
+							return nil, fmt.Errorf("the longest answer is a whole number of tokens")
+						}
+					}
+					slots := 0
+					if v[2] != "" {
+						if slots, err = strconv.Atoi(v[2]); err != nil || slots < 1 {
 							return nil, fmt.Errorf("slots is a whole number from 1")
 						}
 					}
-					return m.call("Context of "+md.Name, http.MethodPost, path+"/context",
-						modelserve.ContextRequest{Tokens: tokens, Slots: slots}, contextSays), nil
+					req := modelserve.ContextRequest{Tokens: tokens, Slots: slots, MaxOutput: maxOut}
+					if tokens == md.ContextLength && slots == 0 && maxOut > 0 {
+						// The context as it is: only the longest answer, and
+						// no replica started again for it.
+						req.Tokens = 0
+					}
+					return m.call("Context of "+md.Name, http.MethodPost, path+"/context", req, contextSays), nil
 				}})
 			return nil
 		}},
@@ -393,6 +407,48 @@ func (m consoleModel) modelMenu(md adminapi.ModelView) *menuDialog {
 				}})
 			return nil
 		}},
+		{"Replicas per profile…", func(m *consoleModel) tea.Cmd {
+			var now []string
+			for _, p := range md.Profiles {
+				now = append(now, fmt.Sprintf("%s=%d", p, md.ProfileReplicas[p]))
+			}
+			m.openForm(&formDialog{title: "Replicas per profile of " + md.Name,
+				note: "How many replicas run on each profile, all answering under the model's name: seven on cards and " +
+					"four on CPUs, the router filling the cards first. A profile not named keeps its count; cpu=N with " +
+					"the memory below adds a profile on CPUs to a GGUF model that has none. Those short start first, " +
+					"then those over stop.",
+				fields: []formField{
+					textF("replicas", strings.Join(now, " "), "profile=count, separated by spaces"),
+					textF("CPU memory GB", "", "only to add a profile on CPUs: what a replica reserves"),
+					textF("CPU cores", "", "of a replica on CPUs; empty is half the node's"),
+				},
+				submit: func(m *consoleModel, v []string) (tea.Cmd, error) {
+					req := adminapi.ProfileReplicasRequest{Profiles: map[string]int{}}
+					for _, f := range strings.Fields(v[0]) {
+						name, c, ok := strings.Cut(f, "=")
+						n, err := strconv.Atoi(c)
+						if !ok || err != nil || n < 0 || name == "" {
+							return nil, fmt.Errorf("%q: a profile and a count, as gpu=7", f)
+						}
+						req.Profiles[name] = n
+					}
+					if v[1] != "" {
+						mem, err := strconv.Atoi(v[1])
+						if err != nil || mem < 1 {
+							return nil, fmt.Errorf("the CPU memory is a whole number of GB")
+						}
+						cores := 0
+						if v[2] != "" {
+							if cores, err = strconv.Atoi(v[2]); err != nil || cores < 1 {
+								return nil, fmt.Errorf("the CPU cores are a whole number from 1")
+							}
+						}
+						req.CPU = &modelsvc.CPUProfile{MemoryGB: mem, CPUCores: cores}
+					}
+					return m.call("Replicas of "+md.Name, http.MethodPost, path+"/replicas", req, nil), nil
+				}})
+			return nil
+		}},
 		{"Resources…", func(m *consoleModel) tea.Cmd {
 			profiles := md.Profiles
 			if len(profiles) == 0 {
@@ -555,7 +611,7 @@ func (m consoleModel) nodeMenu(n adminapi.NodeView) *menuDialog {
 	}
 	items = append(items, m.locationItems(n)...)
 	if n.GPUTotal > 0 {
-		for _, engine := range []string{"vllm", "sglang"} {
+		for _, engine := range []string{"vllm", "sglang", "freetoken"} {
 			items = append(items, menuItem{engine + " build…", func(m *consoleModel) tea.Cmd {
 				m.openForm(&formDialog{title: engine + " on " + n.ID,
 					note:   "Which build of " + engine + " this node installs: auto follows its hardware, none installs none.",
@@ -587,17 +643,30 @@ func (m consoleModel) nodeMenu(n adminapi.NodeView) *menuDialog {
 		menuItem{"Delete model files nothing uses", func(m *consoleModel) tea.Cmd {
 			return m.call("Unused files on "+n.ID, http.MethodPost, "/api/v1/weights/collect", map[string]string{"node": n.ID},
 				func(raw json.RawMessage) string {
-					var rs []struct {
-						Files int   `json:"files"`
-						Bytes int64 `json:"bytes"`
-					}
+					// What the node no longer lists, and what it kept.
+					var rs []adminapi.CollectResult
 					_ = json.Unmarshal(raw, &rs)
-					var files int
-					var b int64
+					var files, left int
+					var b, lb int64
+					var errs []string
 					for _, r := range rs {
-						files, b = files+r.Files, b+r.Bytes
+						files, b, left, lb = files+r.Files, b+r.Bytes, left+r.Left, lb+r.LeftBytes
+						if r.Error != "" {
+							errs = append(errs, r.Error)
+						}
 					}
-					return fmt.Sprintf("%d files, %.1f GB freed.", files, float64(b)/(1<<30))
+					if len(rs) == 0 {
+						return "Nothing on " + n.ID + " that no model uses."
+					}
+					say := fmt.Sprintf("%d files removed, %.1f GB freed.", files, float64(b)/(1<<30))
+					if left > 0 {
+						say += fmt.Sprintf(" %d files (%.1f GB) are still there: the node kept them, and its agent's log "+
+							"says why (journalctl -u llmgw-agent there).", left, float64(lb)/(1<<30))
+					}
+					if len(errs) > 0 {
+						say += " " + strings.Join(errs, "; ")
+					}
+					return say
 				})
 		}},
 		menuItem{"Remove from the cluster…", func(m *consoleModel) tea.Cmd {
@@ -999,6 +1068,9 @@ func contextSays(raw json.RawMessage) string {
 	if json.Unmarshal(raw, &v) != nil {
 		return "Done."
 	}
+	if v.OutputOnly {
+		return fmt.Sprintf("%s: answers up to %d tokens (was %d); no replica was started again.", v.Model, v.MaxOutput, v.MaxOutputBefore)
+	}
 	s := fmt.Sprintf("%s: %d → %d tokens a request, answers up to %d.", v.Model, v.Before, v.After, v.MaxOutput)
 	for _, p := range v.Profiles {
 		if p.After != "" {
@@ -57,7 +57,7 @@ type installForm struct {
 	standby *installPart
 	vipF    *setupField

-	control, store, mirror, node, starter, media, judge, firewall, alerts, limits, turns, bundle *installPart
+	control, store, mirror, node, starter, media, slurm, judge, firewall, alerts, limits, turns, bundle *installPart

 	admin, hosts, language, signup         *setupField
 	storeKind                              *setupField
@@ -282,6 +282,31 @@ func newInstallForm(in *serverInit, host string, found []string, ha bool) *insta
 		summary: func() string { return "ComfyUI; a picture model and a 3D model once a card fits" },
 	}

+	// --- Slurm ---
+	f.slurm = &installPart{
+		title: "Slurm", on: in.slurm,
+		about: "A Slurm cluster beside llmgw, for training and other batch work: slurmctld on this machine, " +
+			"slurmd on every node, those that join later too. The agents install munge and Slurm from the " +
+			"machines' own package sources, and on this machine slurmdbd, the jobs' records, with a MariaDB " +
+			"that answers this machine alone (Slurm keeps its records in MySQL or MariaDB only, not in the " +
+			"cluster's PostgreSQL). Its port 6819, with Slurm's others, answers the cluster's networks only.\n\n" +
+			"Each node stays llmgw's, drained in Slurm, until 'llmgw ctl slurm lend NODE' gives it to Slurm: " +
+			"its models move off first. 'llmgw ctl slurm reclaim NODE' takes it back once its jobs end. Jobs " +
+			"are submitted on this machine with sbatch and srun.\n\n" +
+			"Every Slurm machine sees /shared, exported over NFS from this machine (homes, datasets, the jobs' " +
+			"output); 'llmgw ctl slurm shared' points it at the site's own storage instead. Each llmgw account " +
+			"is a Linux user there, the same UID on every machine, logging in with the SSH keys given in the " +
+			"portal; 'llmgw ctl slurm users off' leaves users to the site's directory.",
+		off:     "no Slurm; 'llmgw ctl slurm setup' adds it later",
+		summary: func() string { return "slurmctld here, slurmd on every node, /shared from here; none lent" },
+		needs: func() string {
+			if !f.node.on {
+				return "slurmctld runs on this machine's node: turn the node on, or Slurm off"
+			}
+			return ""
+		},
+	}
+
 	// --- the guardrails' judge ---
 	j := in.judgeFor()
 	f.judgeFail = choiceField("When no judge answers in time", []string{"refuse", "serve flagged"},
@@ -421,7 +446,7 @@ func newInstallForm(in *serverInit, host string, found []string, ha bool) *insta
 	if ha {
 		f.parts = append(f.parts, f.standby)
 	}
-	f.parts = append(f.parts, f.mirror, f.node, f.starter, f.media, f.judge, f.firewall,
+	f.parts = append(f.parts, f.mirror, f.node, f.starter, f.media, f.slurm, f.judge, f.firewall,
 		f.alerts, f.limits, f.turns, f.bundle)
 	return f
 }
@@ -653,6 +678,7 @@ func (f *installForm) apply(in *serverInit) error {
 	in.noModel = !f.starter.on
 	in.starter, in.starterCtx = starter, ctx
 	in.media = f.media.on
+	in.slurm = f.slurm.on
 	in.noGuardModel = !f.judge.on
 	in.judge = judge
 	in.noFirewall = !f.firewall.on
@@ -24,6 +24,7 @@ import (
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/adminapi"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/catalog"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/modelserve"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/slurmsvc"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/docgen"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/hf"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/settings"
@@ -50,6 +51,7 @@ const (
 	cFederation
 	cMirror
 	cJobs
+	cSlurm
 	cLogs
 	cAccounts
 	cKeys
@@ -71,7 +73,7 @@ const (
 	cCount
 )

-var consoleLabels = [cCount]string{"Overview", "Monitor", "Nodes", "GPUs", "Models", "Replicas", "Usage", "Quotas", "Guardrails", "Knowledge", "MCP servers", "Federation", "Mirror", "Jobs", "Logs", "Accounts", "API keys", "Organizations", "Sign-in", "Audit", "Manual",
+var consoleLabels = [cCount]string{"Overview", "Monitor", "Nodes", "GPUs", "Models", "Replicas", "Usage", "Quotas", "Guardrails", "Knowledge", "MCP servers", "Federation", "Mirror", "Jobs", "Slurm", "Logs", "Accounts", "API keys", "Organizations", "Sign-in", "Audit", "Manual",
 	"server.yaml", "Add a node", "Add a control plane", "Replicate the store", "Serve a model", "Serve the guardrails' judge", "Upgrade the cluster",
 	"Restart all replicas", "Back up now", "Wipe this machine", "Leave"}

@@ -92,6 +94,8 @@ type consoleData struct {
 	// federation is the other llmgw clusters whose models are offered
 	// here; empty on a control plane without a store.
 	federation adminapi.FederationView
+	// slurm is the Slurm cluster beside llmgw; off when it has none.
+	slurm slurmsvc.Status
 	// presets is the models that come with llmgw as they stand here; nil
 	// from a control plane that cannot say.
 	presets *adminapi.PresetsView
@@ -284,6 +288,7 @@ func (m consoleModel) fetch() tea.Cmd {
 		_ = c.get(ctx, "/api/v1/jobs", &d.jobs)
 		_ = c.get(ctx, "/api/v1/audit?since=7d&limit=300", &d.audit)
 		_ = c.get(ctx, "/api/v1/federation", &d.federation)
+		_ = c.get(ctx, "/api/v1/slurm", &d.slurm)
 		var presets adminapi.PresetsView
 		if c.get(ctx, "/api/v1/presets", &presets) == nil {
 			d.presets = &presets
@@ -588,6 +593,8 @@ func (m consoleModel) key(k tea.KeyMsg) (tea.Model, tea.Cmd) {
 		case cFederation:
 			m.dialog = "error"
 			m.dialogTitle, m.dialogText = peerDialog(m.data.federation.Peers[m.row])
+		case cSlurm:
+			m.menuD = m.slurmMenu(m.data.slurm.Nodes[m.row])
 		case cServe:
 			return m, m.fetchRepo(m.hf.models[m.row].ID)
 		case cAccounts:
@@ -1110,6 +1117,8 @@ func (m consoleModel) rowCount() int {
 		return len(m.data.audit)
 	case cFederation:
 		return len(m.data.federation.Peers)
+	case cSlurm:
+		return len(m.data.slurm.Nodes)
 	case cServe:
 		return len(m.hf.models)
 	case cAccounts:
@@ -1369,6 +1378,8 @@ func (m consoleModel) panel() (title, body, keys string) {
 		return m.auditPanel(pw)
 	case cFederation:
 		return m.federationPanel(pw)
+	case cSlurm:
+		return m.slurmPanel(pw)
 	case cMonitor:
 		return m.monitorPanel(pw)
 	case cServe:
@@ -1497,6 +1508,10 @@ func (m consoleModel) gpuRows() [][]string {
 					}
 					if !mig {
 						busy = fmt.Sprintf("%.0f%%", s.UtilPercent)
+						if p := s.Profile; p != nil && p.SMActive >= 0 {
+							// How much of the chip, beside whether anything ran.
+							busy += fmt.Sprintf(" · SM %.0f%%", p.SMActive)
+						}
 						if s.MemoryTotalMB > 0 {
 							mem = fmt.Sprintf("%.1f/%.0f GB", s.MemoryUsedMB/1024, s.MemoryTotalMB/1024)
 						}
@@ -107,7 +107,15 @@ func optionLabel(o modelplan.Option) string {
 	if o.FreeNow {
 		now = sOK.Render("free")
 	}
-	return fmt.Sprintf("%s · %s · %s", o.Label(), o.MemoryText(), now)
+	label := fmt.Sprintf("%s · %s · %s", o.Label(), o.MemoryText(), now)
+	if c := speedCell(o.TokensPerSecond); c != "" {
+		style := sDim
+		if o.TokensPerSecond < modelplan.CPUTooSlowTPS {
+			style = sWarn
+		}
+		label += " · " + style.Render(c)
+	}
+	return label
 }

 // repoMenu offers a repository's files, each with the best way it runs here;
@@ -196,16 +204,26 @@ func (m *consoleModel) serveForm(p modelserve.Plan, a modelserve.PlannedArtifact
 	note += fmt.Sprintf("\nMemory for a %d-token context, each way it runs:", p.Context)
 	for _, o := range opts {
 		note += "\n  " + o.Label() + ": " + o.MemoryText()
+		if w := slowWarning(o); w != "" && o.CPU {
+			note += "\n    " + sWarn.Render(w)
+		}
 	}
 	if p.KVBytesPerToken > 0 {
 		note += fmt.Sprintf("\nThe context costs %.2f GB per 1000 tokens, the whole model; a longer one is checked\n"+
 			"before it is served.", modelplan.GB(p.KVBytesPerToken*1000))
 	}
 	note += "\nThe mirror fetches it and checks it, it joins the catalog, and a replica is started\nand asked to say hello."
+	// The longest context the first way holds, up to what the model was
+	// trained for: a choice of another way is checked again on submitting.
 	ctxDefault := "4096"
 	if a.Format == "safetensors" {
 		ctxDefault = strconv.Itoa(p.Context)
 	}
+	if len(opts) > 0 {
+		if most := opts[0].MostContext(p.KVBytesPerToken, p.Trained); most > 0 {
+			ctxDefault = strconv.Itoa(most)
+		}
+	}
 	if len(opts) > 0 && opts[0].Engine == "strata" {
 		ctxDefault = "32768"
 	}
@@ -238,6 +256,11 @@ func (m *consoleModel) serveForm(p modelserve.Plan, a modelserve.PlannedArtifact
 				Description: v[3], Format: a.Format}
 			if a.Format == "gguf" {
 				req.File = a.Name
+				// A context longer than the default pool is the pool: one
+				// slot of it, where the server would refuse the request.
+				if ctxLen > modelserve.DefaultCtxPool {
+					req.CtxPool = ctxLen
+				}
 			}
 			o := opts[slices.Index(where, v[4])]
 			// Asked for a context other than planned: does it still fit?
@@ -14,6 +14,7 @@ import (
 	"github.com/charmbracelet/lipgloss"

 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/adminapi"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/inventory"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/promq"
 )

@@ -80,6 +81,9 @@ func (s *monitorState) sample(d consoleData) {
 		for _, g := range l.GPUs {
 			card := nd.ID + ":" + strconv.Itoa(g.Index)
 			add("gpu/"+card, g.UtilPercent)
+			if w := gpuWork(g); w >= 0 {
+				add("gpuwork/"+card, w)
+			}
 			if g.MemoryTotalMB > 0 {
 				add("vram/"+card, 100*g.MemoryUsedMB/g.MemoryTotalMB)
 			}
@@ -142,6 +146,7 @@ func monitorQueries(window time.Duration, points int) (time.Duration, []adminapi
 		{ID: "cpu", Expr: `avg(llmgw_node_cpu_utilization_percent)`},
 		{ID: "mem", Expr: `100 * sum(llmgw_node_memory_used_bytes) / sum(llmgw_node_memory_bytes)`},
 		{ID: "gpu", Expr: card(`llmgw_gpu_utilization_percent`), By: "card"},
+		{ID: "gpuwork", Expr: card(gpuWorkExpr("")), By: "card"},
 		{ID: "vram", Expr: card(`100 * llmgw_gpu_memory_used_bytes / llmgw_gpu_memory_total_bytes`), By: "card"},
 		{ID: "gputemp", Expr: card(`llmgw_gpu_temperature_celsius`), By: "card"},
 		{ID: "gpupow", Expr: card(`llmgw_gpu_power_watts`), By: "card"},
@@ -314,7 +319,8 @@ func (m consoleModel) monitorPanel(pw int) (string, string, string) {
 	b.WriteString(indent(side(w, box("CPU", pct("cpu"), m.series("cpu"), 100),
 		box("Memory", pct("mem"), m.series("mem"), 100)), "  ") + "\n\n")
 	if g := m.series("gpu"); len(g) > 0 || len(m.data.sum.GPUs) > 0 {
-		b.WriteString(indent(side(w, box("GPU busy", "", g, 100), box("GPU memory", "", m.series("vram"), 100)), "  ") + "\n\n")
+		b.WriteString(indent(side(w, box("GPU busy", "", g, 100), box("GPU work", "", m.series("gpuwork"), 100)), "  ") + "\n\n")
+		b.WriteString(indent(side(w, box("GPU memory", "", m.series("vram"), 100), "  "+sDim.Render(gpuWorkNote)), "  ") + "\n\n")
 	}
 	if m.mon.res.Configured {
 		rps := m.series("rps")
@@ -356,10 +362,12 @@ func (m consoleModel) monitorPanel(pw int) (string, string, string) {
 	// Each card: busy, memory, heat and power.
 	if gpus := m.series("gpu"); len(gpus) > 0 {
 		vram, temp, pow := byName(m.series("vram")), byName(m.series("gputemp")), byName(m.series("gpupow"))
+		work := byName(m.series("gpuwork"))
 		b.WriteString("\n  " + mdBold.Render("GPUs") + "\n")
 		for _, g := range gpus {
-			fmt.Fprintf(&b, "  %-16s busy %s %4.0f%%  memory %s %4.0f%%  %3.0f°C %s  %4.0f W\n", truncate(g.name, 16),
-				sparkSeries(g, sw/2, 100), last(g.values), sparkSeries(vram[g.name], sw/2, 100), last(vram[g.name].values),
+			fmt.Fprintf(&b, "  %-16s busy %s %4.0f%%  work %s %4.0f%%  memory %s %4.0f%%  %3.0f°C %s  %4.0f W\n", truncate(g.name, 16),
+				sparkSeries(g, sw/3, 100), last(g.values), sparkSeries(work[g.name], sw/3, 100), last(work[g.name].values),
+				sparkSeries(vram[g.name], sw/3, 100), last(vram[g.name].values),
 				last(temp[g.name].values), sparkSeries(temp[g.name], 8, 100), last(pow[g.name].values))
 		}
 	}
@@ -373,6 +381,29 @@ func (m consoleModel) monitorPanel(pw int) (string, string, string) {
 	return "Monitor", head.String() + b.String(), keys
 }

+// GPU busy is the driver's figure: the share of time any kernel ran, which
+// a kernel on one SM of a hundred fills. GPU work is how much of the chip:
+// the SMs' share of time with work where the card's profiling counters are
+// read (GPM, DCGM), and its draw against its power limit elsewhere.
+const gpuWorkNote = "busy: some kernel ran. work: how much of the chip —\nSMs active where the counters are read, power/limit elsewhere."
+
+// gpuWorkExpr is GPU work in PromQL, for the series matching sel.
+func gpuWorkExpr(sel string) string {
+	return `llmgw_gpu_sm_active_percent` + sel + ` or (100 * llmgw_gpu_power_watts` + sel +
+		` / llmgw_gpu_power_limit_watts` + sel + `)`
+}
+
+// gpuWork is GPU work from a sample, or -1 without the figures for it.
+func gpuWork(g inventory.GPUSensor) float64 {
+	if p := g.Profile; p != nil && p.SMActive >= 0 {
+		return p.SMActive
+	}
+	if l := g.PowerLoad(); l >= 0 {
+		return 100 * l
+	}
+	return -1
+}
+
 func named(s []chartSeries, name string) []chartSeries {
 	for i := range s {
 		s[i].name = name
@@ -410,6 +441,7 @@ func detailQueries(kind, id string, window time.Duration, points int) (time.Dura
 			{ID: "cpu", Expr: `llmgw_node_cpu_utilization_percent{node=` + q + `}`},
 			{ID: "mem", Expr: `100 * llmgw_node_memory_used_bytes{node=` + q + `} / llmgw_node_memory_bytes{node=` + q + `}`},
 			{ID: "gpu", Expr: card(`llmgw_gpu_utilization_percent{node=` + q + `}`), By: "card"},
+			{ID: "gpuwork", Expr: card(gpuWorkExpr(`{node=` + q + `}`)), By: "card"},
 			{ID: "vram", Expr: card(`100 * llmgw_gpu_memory_used_bytes{node=` + q + `} / llmgw_gpu_memory_total_bytes{node=` + q + `}`), By: "card"},
 			{ID: "netin", Expr: `sum(rate(node_network_receive_bytes_total{` + netDevs + `,node=` + q + `}[` + rw + `]))`},
 			{ID: "netout", Expr: `sum(rate(node_network_transmit_bytes_total{` + netDevs + `,node=` + q + `}[` + rw + `]))`},
@@ -520,7 +552,8 @@ func (m consoleModel) detailCharts(pw int) string {
 		b.WriteString(indent(side(w, box("CPU", fmt.Sprintf("%.0f%%", lastOf(cpu)), cpu, 100),
 			box("Memory", fmt.Sprintf("%.0f%%", lastOf(mem)), mem, 100)), "  "))
 		if g := get("gpu"); len(g) > 0 {
-			b.WriteString("\n\n" + indent(side(w, box("GPU busy", "", g, 100), box("GPU memory", "", get("vram"), 100)), "  "))
+			b.WriteString("\n\n" + indent(side(w, box("GPU busy", "", g, 100), box("GPU work", "", get("gpuwork"), 100)), "  "))
+			b.WriteString("\n\n" + indent(side(w, box("GPU memory", "", get("vram"), 100), "  "+sDim.Render(gpuWorkNote)), "  "))
 		}
 		if m.det.res.Configured {
 			net := append(named(get("netin"), "in"), named(get("netout"), "out")...)
@@ -221,11 +221,11 @@ func (m consoleModel) userMenu(u store.User) *menuDialog {
 	items = append(items,
 		menuItem{"Add to an organization, team or project…", func(m *consoleModel) tea.Cmd {
 			m.openForm(&formDialog{title: "Membership for " + who,
-				note: "A member of a team or organization may use every project in it.",
+				note: "A member of a team or organization may use every project in it. On an organization, a manager also sees its page and an admin also changes it.",
 				fields: []formField{
 					choiceF("level", []string{"org", "team", "project"}, "team"),
 					textF("which", "", "Acme, Acme/ml or Acme/ml/training"),
-					choiceF("role", []string{store.RoleMember, "manager"}, store.RoleMember),
+					choiceF("role", store.MembershipRoles, store.RoleMember),
 				},
 				submit: func(m *consoleModel, v []string) (tea.Cmd, error) {
 					if v[1] == "" {
@@ -0,0 +1,170 @@
+package cli
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"time"
+
+	tea "github.com/charmbracelet/bubbletea"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/adminapi"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/slurmsvc"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/settings"
+)
+
+// The console's Slurm view: the Slurm cluster run beside llmgw (BACKLOG P),
+// each of its nodes and whose it is now, as `llmgw ctl slurm status` shows
+// them. A node is lent to Slurm, or taken back, from its row. Turning Slurm
+// on, and choosing its nodes, is `ctl slurm setup` or server.yaml's slurm
+// part: a form for it would be server.yaml written again.
+
+func (m consoleModel) slurmPanel(pw int) (string, string, string) {
+	keys := "→ or Enter open · ↑↓ choose · Q leave"
+	if m.inPanel {
+		keys = "↑↓ node · Enter lend or take back · ← back · Q leave"
+	}
+	st := m.data.slurm
+	head := "\n  " + sDim.Render("Slurm beside llmgw, on its nodes: training and batch jobs.")
+	if !st.Enabled {
+		return "Slurm", head + "\n\n  " + sDim.Render("Slurm is off. Turn it on with: "+
+			"llmgw ctl slurm setup --controller NODE --nodes NODE,... (or --all-nodes)"), keys
+	}
+	ctl := sDim.Render("not heard from yet")
+	switch c := st.Ctld; {
+	case c == nil:
+	case c.Error != "":
+		ctl = sBad.Render(c.Error)
+	case c.SlurmctldRunning && c.SlurmdbdRunning:
+		ctl = sOK.Render("slurmctld " + c.Version + " and slurmdbd running")
+	case c.SlurmctldRunning:
+		ctl = sOK.Render("slurmctld "+c.Version+" running") + ", " + sWarn.Render("slurmdbd not")
+	default:
+		ctl = sBad.Render("slurmctld not running")
+	}
+	head += fmt.Sprintf("\n  controller %s: %s", st.Controller, ctl)
+	head += "\n  " + sDim.Render(fmt.Sprintf("cluster %s, partition %s; sbatch and srun on %s", st.Cluster, st.Partition, st.Controller))
+	if st.Shared.Path == "" {
+		head += "\n  shared files: " + sWarn.Render("none") + sDim.Render(" (llmgw ctl slurm shared; output stays on the job's node)")
+	} else {
+		head += "\n  shared files: " + sharedLine(st.Shared)
+	}
+	if st.Users != "" {
+		head += "\n  " + fmt.Sprintf("users: %d from llmgw's accounts", st.UserCount) + sDim.Render(", SSH keys in the portal's Profile")
+	} else {
+		head += "\n  " + sDim.Render("users: the site's (llmgw ctl slurm users on makes them from llmgw's accounts)")
+	}
+	if line := containersLine(st); line != "" {
+		head += "\n  containers: " + line
+	}
+	head += "\n  " + sDim.Render("A node is llmgw's until lent; lent, its replicas move off first.")
+	if len(st.Waiting) > 0 {
+		head += "\n  " + sWarn.Render(fmt.Sprintf("not in slurm.conf until they report their hardware: %v", st.Waiting))
+	}
+	head += "\n\n"
+	if len(st.Nodes) == 0 {
+		return "Slurm", head + "  " + sDim.Render("No node runs slurmd."), keys
+	}
+	var rows [][]string
+	for _, n := range st.Nodes {
+		rows = append(rows, slurmRow(n))
+	}
+	return "Slurm", head + table([]string{"NODE", "WHOSE", "IN SLURM", "JOBS", "SLURMD", "SHARED", "NOTE"}, rows, m.row, pw, m.inPanel), keys
+}
+
+func slurmRow(n slurmsvc.NodeStatus) []string {
+	state, jobs, slurmd, shared, note := "-", "-", "-", "-", n.Describe()
+	if r := n.Status; r != nil {
+		state = or(r.State, "-")
+		switch r.Shared {
+		case "":
+		case "missing":
+			shared = sBad.Render(r.Shared)
+		default:
+			shared = sOK.Render(r.Shared)
+		}
+		jobs = fmt.Sprint(r.Jobs)
+		slurmd = sBad.Render("stopped")
+		if r.SlurmdRunning {
+			slurmd = sOK.Render("running")
+		}
+		if r.Error != "" {
+			note = sBad.Render(r.Error)
+		}
+	}
+	if !n.Connected {
+		note = sWarn.Render("agent not connected") + "; " + note
+	}
+	whose := string(n.Phase)
+	switch n.Phase {
+	case slurmsvc.Lent:
+		whose = sOK.Render("Slurm's")
+	case slurmsvc.Llmgw:
+		whose = "llmgw's"
+	case slurmsvc.Lending, slurmsvc.Reclaiming:
+		whose = sWarn.Render(whose)
+	}
+	return []string{n.Node, whose, state, jobs, slurmd, shared, note}
+}
+
+// slurmMenu is what can be done with one of Slurm's nodes.
+func (m consoleModel) slurmMenu(n slurmsvc.NodeStatus) *menuDialog {
+	var items []menuItem
+	if n.Phase == slurmsvc.Lent || n.Phase == slurmsvc.Lending {
+		items = append(items, menuItem{"Take back from Slurm…", func(m *consoleModel) tea.Cmd {
+			m.confirmD = &confirmDialog{title: "Take " + n.Node + " back",
+				text: "Slurm starts no new job there. llmgw places replicas on it again once the jobs running there have ended.",
+				yes:  func(m *consoleModel) tea.Cmd { return m.slurmLend(n.Node, false) }}
+			return nil
+		}})
+	} else {
+		items = append(items, menuItem{"Lend to Slurm…", func(m *consoleModel) tea.Cmd {
+			text := "Its replicas move off first, each replacement up before the original stops; then Slurm runs jobs there."
+			if n.Replicas > 0 {
+				text = fmt.Sprintf("Its %d replica(s) move off first, each replacement up before the original stops; "+
+					"a model with nowhere else to go stops serving. Then Slurm runs jobs there.", n.Replicas)
+			}
+			m.confirmD = &confirmDialog{title: "Lend " + n.Node + " to Slurm", text: text,
+				yes: func(m *consoleModel) tea.Cmd { return m.slurmLend(n.Node, true) }}
+			return nil
+		}})
+	}
+	return &menuDialog{title: n.Node, items: items}
+}
+
+// slurmLend puts a node in slurm.lent, or takes it out, as `llmgw ctl slurm
+// lend|reclaim` does: the newest settings, changed and put back.
+func (m *consoleModel) slurmLend(node string, add bool) tea.Cmd {
+	title, note, done := "Lend "+node, "lent to Slurm from the console", node+" is being lent to Slurm: its replicas move off first."
+	if !add {
+		title, note, done = "Take back "+node, "taken back from Slurm in the console",
+			node+" is being taken back: llmgw has it once its Slurm jobs end."
+	}
+	m.busy = title
+	c := m.client
+	return func() tea.Msg {
+		ctx, cancel := context.WithTimeout(context.Background(), 30*time.Second)
+		defer cancel()
+		var cur adminapi.SettingsView
+		if err := c.get(ctx, "/api/v1/settings", &cur); err != nil {
+			return actionDoneMsg{title: title, err: err}
+		}
+		doc, err := settings.FromBytes("settings", []byte(cur.Body))
+		if err == nil {
+			err = lendChange(doc, []string{node}, add)
+		}
+		var body []byte
+		if err == nil {
+			body, err = doc.Bytes()
+		}
+		if err != nil {
+			return actionDoneMsg{title: title, err: err}
+		}
+		req, _ := json.Marshal(adminapi.SettingsRequest{Base: cur.Version, Body: string(body), Note: note})
+		var v adminapi.SettingsView
+		if err := c.put(ctx, "/api/v1/settings", req, &v); err != nil {
+			return actionDoneMsg{title: title, err: err}
+		}
+		return actionDoneMsg{title: title, text: done}
+	}
+}
@@ -0,0 +1,94 @@
+package cli
+
+import (
+	"encoding/json"
+	"io"
+	"net/http"
+	"net/http/httptest"
+	"strings"
+	"sync"
+	"testing"
+
+	tea "github.com/charmbracelet/bubbletea"
+
+	"gitea.mynodes.xyz/ilker/llmgw/internal/config"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/adminapi"
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/slurmsvc"
+)
+
+func TestTheConsoleLendsANodeToSlurmFromItsRow(t *testing.T) {
+	var mu sync.Mutex
+	var put adminapi.SettingsRequest
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		switch {
+		case r.Method == http.MethodGet && r.URL.Path == "/api/v1/settings":
+			_ = json.NewEncoder(w).Encode(adminapi.SettingsView{Version: 7,
+				Body: "slurm:\n  enabled: true\n  controller: node06\n  nodes: [node05, cuda01]\n"})
+		case r.Method == http.MethodPut && r.URL.Path == "/api/v1/settings":
+			b, _ := io.ReadAll(r.Body)
+			mu.Lock()
+			_ = json.Unmarshal(b, &put)
+			mu.Unlock()
+			_ = json.NewEncoder(w).Encode(adminapi.SettingsView{Version: 8})
+		default:
+			_, _ = w.Write([]byte("[]"))
+		}
+	}))
+	t.Cleanup(srv.Close)
+	m := newConsoleModel(srv.URL, "/nonexistent/server.yaml")
+	m.loaded, m.menu, m.inPanel = true, cSlurm, true
+	m.data.slurm = slurmsvc.Status{Enabled: true, Cluster: "llmgw", Controller: "node06", Partition: "gpu",
+		Ctld:   &slurmsvc.Reported{SlurmctldRunning: true, SlurmdbdRunning: true, Version: "23.11.4"},
+		Shared: config.SharedStorage{Path: "/shared", Server: "node06"}, Users: "llmgw", UserCount: 2,
+		Nodes: []slurmsvc.NodeStatus{
+			{Node: "node05", Phase: slurmsvc.Lent, Connected: true,
+				Status: &slurmsvc.Reported{State: "MIXED", Jobs: 2, SlurmdRunning: true, Shared: "mounted"}},
+			{Node: "cuda01", Phase: slurmsvc.Llmgw, Replicas: 3, Connected: true,
+				Status: &slurmsvc.Reported{State: "IDLE+DRAIN", SlurmdRunning: true}},
+		}}
+	var tm tea.Model = m
+	view := tm.View()
+	for _, want := range []string{"slurmctld 23.11.4 and slurmdbd running", "/shared, exported over NFS by node06", "users: 2", "node05", "Slurm's", "MIXED", "cuda01", "llmgw's"} {
+		if !strings.Contains(view, want) {
+			t.Errorf("the Slurm view has no %q:\n%s", want, view)
+		}
+	}
+
+	// cuda01, the second row: lent, after saying its replicas move.
+	tm = press(tm, "down", "enter")
+	if !strings.Contains(tm.View(), "Lend to Slurm") {
+		t.Fatalf("no lend in the menu:\n%s", tm.View())
+	}
+	tm = press(tm, "enter")
+	if !strings.Contains(tm.View(), "3 replica(s) move off first") {
+		t.Fatalf("the question does not say what moves:\n%s", tm.View())
+	}
+	tm = pressRun(tm, "y")
+	mu.Lock()
+	defer mu.Unlock()
+	if put.Base != 7 || !strings.Contains(put.Body, "lent:") || !strings.Contains(put.Body, "cuda01") {
+		t.Fatalf("the settings put back: %+v", put)
+	}
+	if !strings.Contains(tm.View(), "cuda01 is being lent to Slurm") {
+		t.Errorf("not said:\n%s", tm.View())
+	}
+}
+
+func TestTheConsoleTakesALentNodeBack(t *testing.T) {
+	m, _ := consoleWith(t, cSlurm)
+	m.data.slurm = slurmsvc.Status{Enabled: true, Controller: "node06",
+		Nodes: []slurmsvc.NodeStatus{{Node: "node05", Phase: slurmsvc.Lent, Connected: true}}}
+	var tm tea.Model = m
+	tm = press(tm, "enter")
+	if v := tm.View(); !strings.Contains(v, "Take back from Slurm") || strings.Contains(v, "Lend to Slurm") {
+		t.Fatalf("a lent node's menu:\n%s", v)
+	}
+}
+
+func TestTheConsoleSaysHowToTurnSlurmOn(t *testing.T) {
+	m, _ := consoleWith(t, cSlurm)
+	var tm tea.Model = m
+	if !strings.Contains(tm.View(), "llmgw ctl slurm setup") {
+		t.Fatalf("Slurm off says nothing of turning it on:\n%s", tm.View())
+	}
+}
@@ -171,7 +171,10 @@ func newUserStateCmd(open userOpener, verb string, state store.UserState, short
 				if err := s.DeleteUserSessions(cmd.Context(), u.ID); err != nil {
 					return err
 				}
-				cmd.PrintErrln("Their sessions were closed. Their API keys still work — revoke those separately.")
+				// The keys are refused by their owner's state, which every
+				// router reads again within auth.cache_ttl.
+				cmd.PrintErrln("Their sessions were closed. Their API keys are refused within auth.cache_ttl " +
+					"(30 s by default), and work again if they are reinstated.")
 			}
 			fmt.Fprintf(cmd.OutOrStdout(), "%s is now %s\n", u.Email, state)
 			return nil
@@ -391,7 +394,8 @@ func newUserJoinCmd(open userOpener) *cobra.Command {
 		Long: "A person can be a member of any number of them. A member of a team or\n" +
 			"organization may use every project in it.",
 		Example: "  llmgw users join ayse@example.com --team Acme/ml\n" +
-			"  llmgw users join ayse@example.com --project Scania/research/vision",
+			"  llmgw users join ayse@example.com --project Scania/research/vision\n" +
+			"  llmgw users join lars@example.com --org Scania --role admin",
 		Args: cobra.ExactArgs(1),
 		RunE: func(cmd *cobra.Command, args []string) error {
 			s, err := open(cmd)
@@ -415,7 +419,8 @@ func newUserJoinCmd(open userOpener) *cobra.Command {
 		},
 	}
 	where.bind(cmd)
-	cmd.Flags().StringVar(&role, "role", store.RoleMember, "member, or manager: with --org, may see the organization's page")
+	cmd.Flags().StringVar(&role, "role", store.RoleMember,
+		"member; with --org also manager, who sees the organization's page, or admin, who also changes its teams, projects, people and keys")
 	cmd.Flags().StringVar(&by, "by", "", "who added them, for the record")
 	return cmd
 }
@@ -158,6 +158,10 @@ type Server struct {
 	// Firewall turns llmgw's firewall on every machine on or off.
 	Firewall FirewallSettings `koanf:"firewall"`

+	// Slurm is a Slurm cluster run beside llmgw on some of its nodes, and
+	// which of them it may use now.
+	Slurm SlurmSettings `koanf:"slurm"`
+
 	// Presets is how the models that come with llmgw reach the catalog.
 	Presets PresetSettings `koanf:"presets"`

@@ -641,6 +645,19 @@ type Router struct {
 	// written into the setup scripts and whose attempts are counted where.
 	TrustedProxies []string `koanf:"trusted_proxies"`

+	// ActiveActive has standby control planes answer the client API
+	// themselves, routing to the leader's replicas, rather than passing
+	// every request to the leader. More machines carry the traffic, which
+	// is the point. Rate limits are the cluster's: each router's counts
+	// reach the others through the leader every two seconds, so a key
+	// spread over N control planes may pass its limit by what they allow
+	// in those two seconds. A budget is checked against the store every
+	// half minute; cached answers and prefix affinity are split between
+	// the routers. Off by
+	// default. Which machine a client reaches is the load balancer's or
+	// DNS's to say; the floating address stays on the leader.
+	ActiveActive bool `koanf:"active_active"`
+
 	Timeouts  Timeouts  `koanf:"timeouts"`
 	Scoring   Scoring   `koanf:"scoring"`
 	Admission Admission `koanf:"admission"`
@@ -947,6 +964,9 @@ func (s Server) Validate() error {
 	if _, err := s.Facility.Policy(); err != nil {
 		return err
 	}
+	if err := s.Slurm.Check(); err != nil {
+		return err
+	}
 	if s.Control.Timezone != "" {
 		if _, err := time.LoadLocation(s.Control.Timezone); err != nil {
 			return fmt.Errorf("control.timezone %q: %w", s.Control.Timezone, err)
@@ -1069,12 +1089,18 @@ func (s Server) ControlPlaneMode() bool {
 // DefaultEngines are the engine versions this release was checked against:
 // every flag llmgw builds for them is one they take.
 //
-// vLLM is installed on every node with an NVIDIA GPU it can run on and
-// skipped elsewhere. SGLang is not here: it is opt-in, by naming a version
-// under engines.
+// vLLM and FreeToken are installed on every node with an NVIDIA GPU they
+// can run on and skipped elsewhere — FreeToken on cards of 8.0 and newer
+// with the CUDA 13 toolkit — so a node that can serve a model too large for
+// its cards has the engine for it before anyone asks. SGLang is not here:
+// it is opt-in, by naming a version under engines.
+//
+// FreeToken is followed release by release: a new one on PyPI is moved to
+// here once ft serve has been checked to take the flags llmgw gives it.
 var DefaultEngines = map[string]string{
-	"llamacpp": "b10991",
-	"vllm":     "0.30.0",
+	"llamacpp":  "b10991",
+	"vllm":      "0.30.0",
+	"freetoken": "0.2.1",
 }

 // EngineOverride gives the nodes it picks different engines. Every selector
@@ -0,0 +1,204 @@
+package config
+
+import (
+	"fmt"
+	"path"
+	"regexp"
+	"slices"
+	"strings"
+)
+
+// SlurmSettings is a Slurm cluster run beside llmgw on some of its nodes
+// (BACKLOG P), for training and other batch work llmgw does not schedule.
+// The leader tells each named node's agent what to run; the agents install
+// it from the machine's package sources and keep it going.
+type SlurmSettings struct {
+	// Enabled runs Slurm on the nodes below. False stops llmgw keeping it;
+	// what was installed is left installed, and every node is llmgw's.
+	Enabled bool `koanf:"enabled"`
+
+	// ClusterName is Slurm's ClusterName. Empty is "llmgw".
+	ClusterName string `koanf:"cluster_name"`
+
+	// Controller is the llmgw node whose agent runs slurmctld. It needs no
+	// GPU, and need not be one of Nodes.
+	Controller string `koanf:"controller"`
+
+	// Nodes are the llmgw nodes that run slurmd. Each stays llmgw's, drained
+	// in Slurm, until it is also in Lent.
+	Nodes []string `koanf:"nodes"`
+
+	// AllNodes runs slurmd on every llmgw node, those that join later too,
+	// besides any named in Nodes. Each is llmgw's until it is lent, as any.
+	AllNodes bool `koanf:"all_nodes"`
+
+	// Lent are the nodes of Nodes Slurm may run jobs on now. A node put here
+	// is drained of llmgw's replicas first, as `ctl drain` does, and resumed
+	// in Slurm once none is left; a node taken out is drained in Slurm and
+	// given back to llmgw when its last job ends.
+	Lent []string `koanf:"lent"`
+
+	// Partition is the one partition every node is in. Empty is "gpu".
+	Partition string `koanf:"partition"`
+
+	// Shared is the file system every machine of the Slurm cluster sees at
+	// the same path: home directories, datasets, the jobs' output and
+	// checkpoints. Empty path: none, and a batch job's output stays on the
+	// node it ran on.
+	Shared SharedStorage `koanf:"shared"`
+
+	// Users is who keeps the Linux users that run jobs, the same on every
+	// machine of the Slurm cluster: "llmgw" makes one for each active llmgw
+	// account (its login from the e-mail address, a UID of llmgw's from
+	// 200000 up, its SSH keys from the portal), let in to the controller,
+	// and to a node only while a job of theirs runs there (pam_slurm_adopt);
+	// empty leaves users to the site (a directory through sssd, or by hand).
+	Users string `koanf:"users"`
+
+	// Containers lets jobs run in containers: `srun --container-image
+	// nvcr.io#nvidia/pytorch:25.01-py3` (pyxis, with enroot under it),
+	// the GPUs and the shared path inside. The agents install both on
+	// every Slurm machine; jobs take it once every machine has them.
+	Containers bool `koanf:"containers"`
+}
+
+// SharedStorage is where the Slurm cluster's shared files come from: the
+// site's NFS export (NFS), an NFS export llmgw keeps on one of its nodes
+// (Server), or, with neither, a file system the site mounts itself
+// (Lustre, BeeGFS, GPFS), which llmgw only looks for.
+type SharedStorage struct {
+	// Path is where every machine sees it, as /shared.
+	Path string `koanf:"path"`
+	// NFS is the site's export, host:/path, mounted at Path on every
+	// machine of the Slurm cluster.
+	NFS string `koanf:"nfs"`
+	// Server is the llmgw node, the controller or one of the nodes, that
+	// exports Path over NFS to the others: for a site with no storage of
+	// its own. One machine: not highly available, and no faster than its
+	// disk and network.
+	Server string `koanf:"server"`
+}
+
+// UsersLlmgw has llmgw make the Slurm cluster's users from its accounts.
+const UsersLlmgw = "llmgw"
+
+// HomeDir is where a user's home directory is: under the shared path when
+// there is one, else on each machine's own disk.
+func (s SlurmSettings) HomeDir(login string) string {
+	if s.Shared.Path != "" {
+		return path.Join(s.Shared.Path, "home", login)
+	}
+	return path.Join("/home", login)
+}
+
+// nfsExport is host:/path.
+var nfsExport = regexp.MustCompile(`^[A-Za-z0-9][A-Za-z0-9_.:\[\]-]*:/[A-Za-z0-9_./-]*$`)
+
+// sharedPath is an absolute path of plain names, which a mount unit's name
+// is made from.
+var sharedPath = regexp.MustCompile(`^(/[A-Za-z0-9_.-]+)+$`)
+
+func (s SlurmSettings) checkShared() error {
+	sh := s.Shared
+	if sh.Path == "" {
+		if sh.NFS != "" || sh.Server != "" {
+			return fmt.Errorf("slurm.shared.path is empty: say where every machine sees the shared files, as /shared")
+		}
+		return nil
+	}
+	if !sharedPath.MatchString(sh.Path) || strings.Contains(sh.Path, "/.") {
+		return fmt.Errorf("slurm.shared.path %q is not an absolute path of plain names, as /shared", sh.Path)
+	}
+	for _, sys := range []string{"/", "/etc", "/usr", "/var", "/var/lib", "/home", "/root", "/boot", "/opt", "/srv", "/tmp", "/proc", "/sys", "/dev", "/run"} {
+		if path.Clean(sh.Path) == sys {
+			return fmt.Errorf("slurm.shared.path %s is the system's own directory: take one of its own, as /shared", sh.Path)
+		}
+	}
+	if sh.NFS != "" && sh.Server != "" {
+		return fmt.Errorf("slurm.shared names both the site's export (nfs) and an llmgw node to export it (server): one of them")
+	}
+	if sh.NFS != "" && !nfsExport.MatchString(sh.NFS) {
+		return fmt.Errorf("slurm.shared.nfs %q is not host:/path", sh.NFS)
+	}
+	if sh.Server != "" && sh.Server != s.Controller && !s.AllNodes && !slices.Contains(s.Nodes, sh.Server) {
+		return fmt.Errorf("slurm.shared.server %q is neither the controller nor one of slurm.nodes", sh.Server)
+	}
+	return nil
+}
+
+// slurmName is what Slurm takes as a node, cluster or partition name.
+var slurmName = regexp.MustCompile(`^[A-Za-z0-9][A-Za-z0-9_.-]{0,62}$`)
+
+// Cluster is ClusterName or its default.
+func (s SlurmSettings) Cluster() string {
+	if s.ClusterName == "" {
+		return "llmgw"
+	}
+	return s.ClusterName
+}
+
+// PartitionName is Partition or its default.
+func (s SlurmSettings) PartitionName() string {
+	if s.Partition == "" {
+		return "gpu"
+	}
+	return s.Partition
+}
+
+// IsLent is whether Slurm may use the node now.
+func (s SlurmSettings) IsLent(node string) bool {
+	return s.Enabled && (s.AllNodes || slices.Contains(s.Nodes, node)) && slices.Contains(s.Lent, node)
+}
+
+// WithNodes is the settings with every node of ids in Nodes when AllNodes:
+// the nodes that run slurmd, as the leader's inventory has them.
+func (s SlurmSettings) WithNodes(ids []string) SlurmSettings {
+	if !s.AllNodes {
+		return s
+	}
+	nodes := slices.Clone(s.Nodes)
+	for _, id := range ids {
+		if !slices.Contains(nodes, id) {
+			nodes = append(nodes, id)
+		}
+	}
+	s.Nodes = nodes
+	return s
+}
+
+// Check refuses settings Slurm could not run on.
+func (s SlurmSettings) Check() error {
+	if !s.Enabled {
+		return nil
+	}
+	if s.Controller == "" {
+		return fmt.Errorf("slurm.controller is empty: name the node that runs slurmctld")
+	}
+	if !slurmName.MatchString(s.Controller) {
+		return fmt.Errorf("slurm.controller %q is not a name Slurm takes", s.Controller)
+	}
+	for _, n := range []struct{ key, v string }{{"slurm.cluster_name", s.ClusterName}, {"slurm.partition", s.Partition}} {
+		if n.v != "" && !slurmName.MatchString(n.v) {
+			return fmt.Errorf("%s %q is not a name Slurm takes: letters, digits, _ . -", n.key, n.v)
+		}
+	}
+	seen := map[string]bool{}
+	for i, n := range s.Nodes {
+		if !slurmName.MatchString(n) {
+			return fmt.Errorf("slurm.nodes[%d] %q is not a name Slurm takes", i, n)
+		}
+		if seen[n] {
+			return fmt.Errorf("slurm.nodes names %s twice", n)
+		}
+		seen[n] = true
+	}
+	for i, n := range s.Lent {
+		if !seen[n] && !s.AllNodes {
+			return fmt.Errorf("slurm.lent[%d] %q is not in slurm.nodes: only a node that runs slurmd can be lent", i, n)
+		}
+	}
+	if s.Users != "" && s.Users != UsersLlmgw {
+		return fmt.Errorf("slurm.users %q: %q has llmgw make them, empty leaves them to the site", s.Users, UsersLlmgw)
+	}
+	return s.checkShared()
+}