Detected GPUs (fleet)
Role bindings (pick GPU sets → models that fit, no CPU offload)
Server auto-selected per model (koboldcpp for Zaya / MoE / -A3B; llama-server for everything else). Override in cluster_config.toml engine field.
Grading route
Same model may serve multiple roles. Thinker can judge coders on split P100 pools.