error recovery

2 items

DOCML Mastery·14d ago

Building a Multi-Tool Gemma 4 Agent with Error Recovery

This content focuses on building a multi-tool Gemma 4 agent, emphasizing the implementation of error recovery mechanisms to enhance robustness and efficiency. It explores how to integrate various tools and ensure the agent can handle failures autonomously.

learning Gemma multi-tool AI error recovery

Building a Multi-Tool Gemma 4 Agent with Error Recovery

RESEARCHarXiv CS.AI·21d ago

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.

LLM Agents Knowledge Graphs error recovery AI Governance