A model with replicas on a card and on CPUs answered at either speed with no way to tell which. The picker names where each model runs, each reply names the hardware that served it, and every answer carries x-llmgw-hardware. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>