Inference-time adaptation of agentic workflows that locally replaces underperforming regions using label-free execution-quality signals, avoiding whole-workflow re-optimization
Proactive pitfall avoidance in plan-and-execute frameworks for long-context LLM reasoning by preventing logical pitfalls and false assumptions before plan generation - ___[ACL 2026](https://2026.aclweb.org)___
Hierarchical RAG framework that compresses and partitions documents at multiple scales to address imprecise retrieval and fragmented context in long-context LLMs