Phoenix
Multi-agent GitHub issue resolution with baseline-aware safety checks
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LLM AgentsSafety GatesEvaluationStatic Analysis
About the Project
Phoenix coordinates six specialized LLM agents to resolve GitHub issues from triage through pull-request creation, checking proposed changes against a baseline test run.
The evaluation includes a curated SWE-bench Lite slice and a pilot across real repositories. These bounded results should not be interpreted as full-benchmark performance or a guarantee of correctness on arbitrary codebases.
The preprint is available as 'Phoenix: Safe GitHub Issue Resolution via Multi-Agent LLMs', co-authored with Kipngeno Koech, Muhammad Adam, and Joao Barros.
Project Details
StatusPreprint
Role
Co-author & Architect
Stack
LLM Agents
Static Analysis Gates
Dynamic Validation
Python