Run all tasks by default and keep task scores inside open interval

Enable proxy LLM mode with API_KEY and real default model

Use evaluator API_KEY for LLM proxy and strengthen env

Add policy learning loop and strengthen RL-style environment

Finalize gap fixes and lightweight competitive upgrades

Make inference.py compliant with submission checklist