feat: reward verifier alignment, notebook hardening, model name fix

feat: add verifier-native reward v1

feat: make llm training workflow low-fidelity only

fix: align llm_agent auto-submit and reward handling with notebook

fix: robust JSON array extraction and notebook GRPO fixes

feat: add reward and verifier monitoring telemetry

feat: add llm rollout contract and simplify ppo smoke