Final live AMD GPU integration, audit fix

Pass API key via query string, fix cardiac scenario

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

Fix UI: switch to plain fetch, works now

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