feat: Add fast mode with auto-fallback (INFERENCE_MODE=fast / --fast / 12s auto-switch)

Fix Phase 2: Add [START]/[STEP]/[END] structured stdout blocks for validator

Improvements: partial log obs, search_logs action, CoT inference, dashboard UI, README motivation

Initial submission: DevOps Incident Response OpenEnv