07ba02fdde
CPU_WORKERS / GPU_CONCURRENCY were env-only. Add a `server:` config section (server.cpu_workers, server.gpu_concurrency) so a lane's concurrency lives in its yaml alongside device/precision, matching how model.device already works. Precedence mirrors BGFILTER_DEVICE: config is the default, the env var overrides per box. The pool + admission semaphore now build in lifespan (after the config loads) instead of at import, and PipelineManager reads gpu_concurrency from the settings. configs/gpu.yaml ships 8 / 2 (its target is the 32 GB GPU boxes) with an inline VRAM caveat: gpu_concurrency>1 must fit weights + N × forward, so keep it 1 on ≤16 GB cards. Verified on a 4080 SUPER: startup logs cpu_workers=8 gpu_concurrency=2 from gpu.yaml with no env set, request returns a valid RGBA. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>