AINeutralarXiv – CS AI · 18h ago7/10
🧠
ANNEAL: Adapting LLM Agents via Governed Symbolic Patch Learning
Researchers introduce ANNEAL, a neuro-symbolic AI system that fixes recurring failures in LLM-based agents by directly repairing symbolic knowledge structures rather than adjusting prompts or weights. The system uses constrained generation and multi-dimensional validation to make persistent, auditable repairs, achieving zero failure rates on recurring faults where baseline approaches like ReAct and Reflexion retain 72-100% failure rates.