diff --git a/internal/cli/ctl.go b/internal/cli/ctl.go
index 918989ae..4100c591 100644
--- a/internal/cli/ctl.go
+++ b/internal/cli/ctl.go
@@ -124,6 +124,7 @@ func newCtlCmd() *cobra.Command {
 		newBenchCmd(&asJSON),
 		newStatusCmd(client, &asJSON),
 		newModelCmd(client),
+		newScaleCmd(client),
 		newEngineCheckCmd(),
 		newToolCheckCmd(),
 		newWeightsCmd(client, &asJSON),
diff --git a/internal/cli/model.go b/internal/cli/model.go
index fbbb7bcc..f971f7d8 100644
--- a/internal/cli/model.go
+++ b/internal/cli/model.go
@@ -4,12 +4,14 @@ import (
 	"encoding/json"
 	"fmt"
 	"os/user"
+	"time"
 
 	"github.com/knadh/koanf/parsers/yaml"
 	"github.com/knadh/koanf/providers/file"
 	"github.com/knadh/koanf/v2"
 	"github.com/spf13/cobra"
 
+	"gitea.mynodes.xyz/ilker/llmgw/internal/control/adminapi"
 	"gitea.mynodes.xyz/ilker/llmgw/internal/control/catalog"
 )
 
@@ -128,3 +130,58 @@ func actor() string {
 	}
 	return "unknown"
 }
+
+func newScaleCmd(client func() *ctlClient) *cobra.Command {
+	var min, max int
+	var idle time.Duration
+	c := &cobra.Command{
+		Use:   "scale <model> --min N [--max M]",
+		Short: "Change how many replicas a model runs",
+		Long: "The replica count is --min. --max is a ceiling, not a target: a model\n" +
+			"with a minimum runs exactly that many, and nothing scales it up under\n" +
+			"load. Leaving --max out makes it follow --min.\n\n" +
+			"--min 0 with a --max above it is the on-demand model: nothing runs until\n" +
+			"somebody asks, and it stops again after the idle timeout. That loads one\n" +
+			"replica however high --max is. --min 0 --max 0 is a model kept in the\n" +
+			"catalog and deliberately not running.\n\n" +
+			"Only models added at runtime. One declared in server.yaml is read again\n" +
+			"on every start, so a number set here would hold until the next restart\n" +
+			"and then revert — change it in the file instead.\n\n" +
+			"It takes effect on the reconciler's next pass, and survives a restart.",
+		Args: cobra.ExactArgs(1),
+		RunE: func(cmd *cobra.Command, args []string) error {
+			if !cmd.Flags().Changed("min") {
+				return fmt.Errorf("--min is required: it is the replica count")
+			}
+			body, err := json.Marshal(adminapi.ScaleRequest{Min: min, Max: max, IdleTimeout: idle})
+			if err != nil {
+				return err
+			}
+			var res adminapi.ScaleResponse
+			if err := client().post(cmd.Context(),
+				"/api/v1/models/"+args[0]+"/scale", body, &res); err != nil {
+				return err
+			}
+			// What is in force, not what was asked for: the catalog fills in a
+			// max that was left out, and printing the request back would show a
+			// number the cluster is not using.
+			out := cmd.OutOrStdout()
+			switch {
+			case res.OnDemand:
+				fmt.Fprintf(out, "%s is on-demand: loaded when asked for, up to %d, stopped when idle.\n",
+					res.Model, res.Max)
+			case res.Min == 0:
+				fmt.Fprintf(out, "%s will not be placed; it stays in the catalog.\n", res.Model)
+			default:
+				fmt.Fprintf(out, "%s: %d replicas (max %d). It takes effect on the next pass; watch it with:\n"+
+					"  llmgw ctl models\n", res.Model, res.Min, res.Max)
+			}
+			return nil
+		},
+	}
+	c.Flags().IntVar(&min, "min", 0, "replicas to keep running; this is the count")
+	c.Flags().IntVar(&max, "max", 0, "ceiling for an on-demand model; follows --min when left out")
+	c.Flags().DurationVar(&idle, "idle-timeout", 0,
+		"how long an on-demand model stays up unasked-for; zero takes the cluster default")
+	return c
+}
diff --git a/internal/control/adminapi/api.go b/internal/control/adminapi/api.go
index cae6aa48..68389de5 100644
--- a/internal/control/adminapi/api.go
+++ b/internal/control/adminapi/api.go
@@ -37,6 +37,7 @@ func (a *API) Register(mux *http.ServeMux) {
 	// it does: reaching this port already means holding the control plane.
 	mux.HandleFunc("POST /api/v1/models", a.addModel)
 	mux.HandleFunc("DELETE /api/v1/models/{name}", a.removeModel)
+	mux.HandleFunc("POST /api/v1/models/{name}/scale", a.scaleModel)
 	mux.HandleFunc("GET /api/v1/nodes", a.listNodes)
 	mux.HandleFunc("GET /api/v1/models", a.listModels)
 	mux.HandleFunc("GET /api/v1/replicas", a.listReplicas)
@@ -304,6 +305,7 @@ func (a *API) Replicas(model string) []ReplicaView {
 type Models interface {
 	Add(ctx context.Context, m catalog.Model, by string) error
 	Remove(ctx context.Context, name string) error
+	Scale(ctx context.Context, name string, s catalog.Scaling, by string) (catalog.Model, error)
 }
 
 // SetModels supplies the catalog-changing service.
@@ -330,6 +332,59 @@ func (a *API) addModel(w http.ResponseWriter, r *http.Request) {
 	writeJSON(w, http.StatusOK, map[string]string{"added": m.Name})
 }
 
+// ScaleRequest is how many replicas a model should run.
+type ScaleRequest struct {
+	Min int `json:"min"`
+	// Max omitted follows Min, which is what the catalog does for a model that
+	// declares only a minimum.
+	Max         int           `json:"max,omitempty"`
+	IdleTimeout time.Duration `json:"idle_timeout,omitempty"`
+}
+
+// ScaleResponse reports the scaling that is now in force.
+//
+// What is in force rather than what was asked for: the catalog fills in a max
+// that was left out, and a caller that echoed its own request would print a
+// number the cluster is not using.
+type ScaleResponse struct {
+	Model       string        `json:"model"`
+	Min         int           `json:"min"`
+	Max         int           `json:"max"`
+	IdleTimeout time.Duration `json:"idle_timeout,omitempty"`
+	OnDemand    bool          `json:"on_demand"`
+}
+
+func (a *API) scaleModel(w http.ResponseWriter, r *http.Request) {
+	if a.models == nil {
+		writeError(w, http.StatusNotImplemented, "this control plane has no store")
+		return
+	}
+	var req ScaleRequest
+	if err := json.NewDecoder(io.LimitReader(r.Body, 1<<16)).Decode(&req); err != nil {
+		writeError(w, http.StatusBadRequest, "the scaling request is not valid JSON: "+err.Error())
+		return
+	}
+	if req.Min < 0 || req.Max < 0 {
+		writeError(w, http.StatusBadRequest, "a replica count cannot be negative")
+		return
+	}
+	name := r.PathValue("name")
+	m, err := a.models.Scale(r.Context(), name,
+		catalog.Scaling{Min: req.Min, Max: req.Max, IdleTimeout: req.IdleTimeout},
+		r.Header.Get("X-Llmgw-Actor"))
+	if err != nil {
+		// Like addModel: every refusal here is the request being wrong — a
+		// model declared in configuration, one that was never added, a max
+		// below a min. None are server faults.
+		writeError(w, http.StatusBadRequest, err.Error())
+		return
+	}
+	writeJSON(w, http.StatusOK, ScaleResponse{
+		Model: m.Name, Min: m.Scaling.Min, Max: m.Scaling.Max,
+		IdleTimeout: m.Scaling.IdleTimeout, OnDemand: m.Scaling.OnDemand(),
+	})
+}
+
 func (a *API) removeModel(w http.ResponseWriter, r *http.Request) {
 	if a.models == nil {
 		writeError(w, http.StatusNotImplemented, "this control plane has no store")
diff --git a/internal/control/adminapi/api_test.go b/internal/control/adminapi/api_test.go
index aaef26c1..4ccbfcca 100644
--- a/internal/control/adminapi/api_test.go
+++ b/internal/control/adminapi/api_test.go
@@ -252,9 +252,24 @@ type fakeModels struct {
 	added   []catalog.Model
 	actors  []string
 	removed []string
+	scaled  []catalog.Scaling
 	err     error
 }
 
+func (f *fakeModels) Scale(_ context.Context, name string, s catalog.Scaling, by string) (catalog.Model, error) {
+	if f.err != nil {
+		return catalog.Model{}, f.err
+	}
+	f.scaled = append(f.scaled, s)
+	f.actors = append(f.actors, by)
+	// Max following min is what the catalog does; the fake has to do it too or
+	// the handler test would pass while the real answer reported a zero.
+	if s.Max == 0 && s.Min > 0 {
+		s.Max = s.Min
+	}
+	return catalog.Model{Name: name, Scaling: s}, nil
+}
+
 func (f *fakeModels) Add(_ context.Context, m catalog.Model, by string) error {
 	if f.err != nil {
 		return f.err
@@ -353,3 +368,53 @@ func TestRemovingAModelOverTheAPI(t *testing.T) {
 		t.Errorf("removed = %v", fm.removed)
 	}
 }
+
+func TestScalingAModelOverTheAPI(t *testing.T) {
+	a, _ := setup(t, testModels())
+	fm := &fakeModels{}
+	a.SetModels(fm)
+	mux := http.NewServeMux()
+	a.Register(mux)
+
+	req := httptest.NewRequest(http.MethodPost, "/api/v1/models/m1/scale",
+		strings.NewReader(`{"min":3}`))
+	req.Header.Set("X-Llmgw-Actor", "ilker")
+	rec := httptest.NewRecorder()
+	mux.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusOK {
+		t.Fatalf("expected 200, got %d: %s", rec.Code, rec.Body)
+	}
+	var res ScaleResponse
+	if err := json.Unmarshal(rec.Body.Bytes(), &res); err != nil {
+		t.Fatal(err)
+	}
+	// The scaling in force, not the request echoed back: max follows min when
+	// it is left out, and a caller printing its own request would show 0.
+	if res.Min != 3 || res.Max != 3 {
+		t.Errorf("expected 3/3 in force, got %d/%d", res.Min, res.Max)
+	}
+	if len(fm.actors) != 1 || fm.actors[0] != "ilker" {
+		t.Errorf("the change should be attributed to whoever made it; got %v", fm.actors)
+	}
+}
+
+func TestANegativeReplicaCountIsRefused(t *testing.T) {
+	a, _ := setup(t, testModels())
+	fm := &fakeModels{}
+	a.SetModels(fm)
+	mux := http.NewServeMux()
+	a.Register(mux)
+
+	req := httptest.NewRequest(http.MethodPost, "/api/v1/models/m1/scale",
+		strings.NewReader(`{"min":-1}`))
+	rec := httptest.NewRecorder()
+	mux.ServeHTTP(rec, req)
+
+	if rec.Code != http.StatusBadRequest {
+		t.Errorf("expected 400, got %d", rec.Code)
+	}
+	if len(fm.scaled) != 0 {
+		t.Error("nothing should have reached the service")
+	}
+}
diff --git a/internal/control/modelsvc/modelsvc.go b/internal/control/modelsvc/modelsvc.go
index 2b09ed0d..37b9a1b8 100644
--- a/internal/control/modelsvc/modelsvc.go
+++ b/internal/control/modelsvc/modelsvc.go
@@ -164,6 +164,73 @@ func (s *Service) Remove(ctx context.Context, name string) error {
 	return nil
 }
 
+// Scale changes how many replicas a model runs, without a restart.
+//
+// Only the scaling block moves. Everything else about the model — its source,
+// its profiles, the engine arguments somebody tuned — is read back from what
+// was stored and written out again untouched, so changing a number cannot
+// quietly become a redefinition.
+//
+// A model declared in configuration is refused, for the same reason Remove
+// refuses one: the YAML is read on every start, so the new number would hold
+// until the next restart and then silently revert. A cluster that disagrees
+// with its own config file is worse than an error message saying where to edit.
+func (s *Service) Scale(ctx context.Context, name string, sc catalog.Scaling, by string) (catalog.Model, error) {
+	s.mu.Lock()
+	defer s.mu.Unlock()
+
+	if s.Declared(name) {
+		return catalog.Model{}, fmt.Errorf(
+			"model %q is declared in configuration; change its scaling there, or it reverts on the next restart", name)
+	}
+
+	stored, err := s.storedModels(ctx)
+	if err != nil {
+		return catalog.Model{}, err
+	}
+
+	next := append([]catalog.Model{}, s.declared...)
+	found := false
+	for _, e := range stored {
+		if e.Name == name {
+			e.Scaling = sc
+			found = true
+		}
+		next = append(next, e)
+	}
+	if !found {
+		return catalog.Model{}, fmt.Errorf("model %q was not added at runtime", name)
+	}
+
+	// Built before anything is written, like Add: catalog.New is what applies
+	// the defaults (max follows min when it is left out) and what refuses a
+	// max below a min, so the model that comes back is the one that will run
+	// rather than the one that was asked for.
+	built, err := catalog.New(next)
+	if err != nil {
+		return catalog.Model{}, fmt.Errorf("scaling %q that way would make the catalog invalid: %w", name, err)
+	}
+	final, ok := built.Resolve(name)
+	if !ok {
+		return catalog.Model{}, fmt.Errorf("model %q vanished from the catalog it was just built into", name)
+	}
+
+	def, err := json.Marshal(final)
+	if err != nil {
+		return catalog.Model{}, err
+	}
+	if err := s.store.PutModel(ctx, store.StoredModel{
+		Name: name, Definition: def, CreatedAt: time.Now(), CreatedBy: by,
+	}); err != nil {
+		return catalog.Model{}, err
+	}
+
+	s.apply.ReplaceCatalog(ctx, built)
+	s.log.Info("model scaled", "model", name,
+		"min", final.Scaling.Min, "max", final.Scaling.Max, "by", by)
+	return final, nil
+}
+
 // Load builds the catalog at startup: configuration plus what was stored.
 //
 // A stored model that no longer validates — its engine left the build, a
diff --git a/internal/control/modelsvc/modelsvc_test.go b/internal/control/modelsvc/modelsvc_test.go
index 33cedc5e..63b49ddd 100644
--- a/internal/control/modelsvc/modelsvc_test.go
+++ b/internal/control/modelsvc/modelsvc_test.go
@@ -194,3 +194,146 @@ func TestAStoredModelThatNoLongerValidatesIsSkippedAlone(t *testing.T) {
 		t.Error("a valid stored model was dropped because another was invalid")
 	}
 }
+
+func TestScalingChangesTheCountAndSurvivesARestart(t *testing.T) {
+	s, st, rec := newService(t)
+	if err := s.Add(t.Context(), model("added"), "ilker"); err != nil {
+		t.Fatal(err)
+	}
+
+	got, err := s.Scale(t.Context(), "added", catalog.Scaling{Min: 3}, "ilker")
+	if err != nil {
+		t.Fatal(err)
+	}
+	// Max follows min when it is left out, and the answer reports what the
+	// catalog settled on rather than what was asked for — a caller echoing its
+	// own request would print a max of zero.
+	if got.Scaling.Min != 3 || got.Scaling.Max != 3 {
+		t.Errorf("expected 3/3 in force, got %d/%d", got.Scaling.Min, got.Scaling.Max)
+	}
+	if m, _ := rec.last.Resolve("added"); m.Scaling.Min != 3 {
+		t.Errorf("the applied catalog still says %d", m.Scaling.Min)
+	}
+
+	s2, _, _ := newService(t)
+	s2.store = st
+	built, err := s2.Load(t.Context())
+	if err != nil {
+		t.Fatal(err)
+	}
+	if m, _ := built.Resolve("added"); m.Scaling.Min != 3 {
+		t.Errorf("the new count did not survive a restart; got %d", m.Scaling.Min)
+	}
+}
+
+func TestScalingChangesNothingButTheCount(t *testing.T) {
+	s, _, rec := newService(t)
+	m := model("added")
+	m.Aliases = []string{"a"}
+	m.Profiles[0].Args = []string{"--ctx-size", "16384"}
+	if err := s.Add(t.Context(), m, "ilker"); err != nil {
+		t.Fatal(err)
+	}
+
+	if _, err := s.Scale(t.Context(), "added", catalog.Scaling{Min: 2}, "ilker"); err != nil {
+		t.Fatal(err)
+	}
+
+	// Changing a number must not quietly become a redefinition: the source and
+	// the engine arguments somebody tuned are read back and written out again.
+	got, _ := rec.last.Resolve("added")
+	if got.Source != "/models/added" {
+		t.Errorf("the source changed to %q", got.Source)
+	}
+	if len(got.Profiles) != 1 || strings.Join(got.Profiles[0].Args, " ") != "--ctx-size 16384" {
+		t.Errorf("the profile arguments were lost: %+v", got.Profiles)
+	}
+	if len(got.Aliases) != 1 || got.Aliases[0] != "a" {
+		t.Errorf("the aliases were lost: %v", got.Aliases)
+	}
+}
+
+func TestADeclaredModelCannotBeScaledHere(t *testing.T) {
+	s, _, _ := newService(t, model("declared"))
+
+	_, err := s.Scale(t.Context(), "declared", catalog.Scaling{Min: 5}, "ilker")
+
+	// The YAML is read on every start, so the number would hold until the next
+	// restart and then silently revert. Refusing and saying where to edit is
+	// the smaller surprise — the same call Remove makes.
+	if err == nil {
+		t.Fatal("expected scaling a declared model to be refused")
+	}
+	if !strings.Contains(err.Error(), "configuration") {
+		t.Errorf("the error should say where to change it; got %q", err)
+	}
+}
+
+func TestScalingAModelThatWasNeverAddedIsAnError(t *testing.T) {
+	s, _, _ := newService(t)
+	if _, err := s.Scale(t.Context(), "ghost", catalog.Scaling{Min: 1}, "ilker"); err == nil {
+		t.Error("expected an error for a model that is not there")
+	}
+}
+
+func TestAMaxBelowAMinIsRefusedBeforeAnythingIsWritten(t *testing.T) {
+	s, st, _ := newService(t)
+	if err := s.Add(t.Context(), model("added"), "ilker"); err != nil {
+		t.Fatal(err)
+	}
+
+	if _, err := s.Scale(t.Context(), "added", catalog.Scaling{Min: 3, Max: 1}, "ilker"); err == nil {
+		t.Fatal("expected a max below a min to be refused")
+	}
+
+	// Refused before the write, so the stored definition is untouched: a
+	// rejected change that had already been persisted would come back on the
+	// next restart as a catalog that does not build.
+	var stored catalog.Model
+	if err := json.Unmarshal(st.rows["added"].Definition, &stored); err != nil {
+		t.Fatal(err)
+	}
+	if stored.Scaling.Min != 1 {
+		t.Errorf("the stored definition was changed to %d despite the refusal", stored.Scaling.Min)
+	}
+}
+
+func TestScalingToZeroKeepsTheModelInTheCatalog(t *testing.T) {
+	s, _, rec := newService(t)
+	if err := s.Add(t.Context(), model("added"), "ilker"); err != nil {
+		t.Fatal(err)
+	}
+
+	got, err := s.Scale(t.Context(), "added", catalog.Scaling{Min: 0, Max: 0}, "ilker")
+	if err != nil {
+		t.Fatal(err)
+	}
+	// Configured and deliberately not running is a different and equally
+	// useful thing from removed: the entry stays so it can be brought back
+	// with one number.
+	if got.Scaling.OnDemand() {
+		t.Error("min 0 max 0 is not on-demand; it is off")
+	}
+	if _, ok := rec.last.Resolve("added"); !ok {
+		t.Error("scaling to zero must not remove the model")
+	}
+}
+
+func TestMinZeroWithAMaxIsOnDemand(t *testing.T) {
+	s, _, _ := newService(t)
+	if err := s.Add(t.Context(), model("added"), "ilker"); err != nil {
+		t.Fatal(err)
+	}
+
+	got, err := s.Scale(t.Context(), "added",
+		catalog.Scaling{Min: 0, Max: 2, IdleTimeout: 10 * time.Minute}, "ilker")
+	if err != nil {
+		t.Fatal(err)
+	}
+	if !got.Scaling.OnDemand() {
+		t.Error("min 0 with a max above it should be on-demand")
+	}
+	if got.Scaling.IdleTimeout != 10*time.Minute {
+		t.Errorf("the idle timeout was lost; got %v", got.Scaling.IdleTimeout)
+	}
+}