Add SFT GRPO training pipeline

Refactor agent architecture, improve heuristics logic, enhance parser robustness, simplify config, and optimize Docker setup for HF deployment

refactor: DRY weight updates, cache persona, O(1) discrimination, fix train run_episode bug, trim docstrings, inline imports

feat: Witness Stand — complete implementation