Fix ownership issue in orchestrator streaming

Fix missing Infallible import in orchestrator

Phase 2: SSE streaming, asymmetric rehydration, fine-tuning trigger

Final ROCm-ready: real inference, orchestrator, proof, polished UI, HIP comments