Offload Audit tasks to Qwen to preserve Gemini quota

Fix asyncio scope error in evaluation background task

Switch primary fallback to Qwen-7B and improve stability

Nucleus RAG: Final Clean Build with All Fixes

First commit of Nucleus RAG