ANNEAL: Adapting LLM Agents via Governed Symbolic Patch Learning

ANNEAL is a neuro-symbolic agent that repairs recurring LLM agent failures via governed symbolic edits of a process knowledge graph. It localizes the responsible operator, synthesizes a typed patch, and validates it with symbolic guardrails and canary testing before committing the change.