Optimize inference.py: never break loop early, switch to heuristic after max_steps to ensure completion within time limit

Optimize inference.py to prevent timeout: add 8s LLM timeout, cap hard task steps, and add global timer fallback

Fix critical submission issues: API_KEY, API_BASE_URL, and [END] format

Update default model to Qwen-7B

Final submission prep