1st place · HackToFuture 4.0 · 700+ teams
Multi-agent system that watches your CI, finds the root cause, and raises the fix PR itself.
- LangGraph multi-agents auto-detect GitHub CI failures, trace root causes through a Repository Structure Index (RSI) — the whole codebase mapped into a vector-indexed schema for precise retrieval within LLM token limits.
- pgvector episodic memory (HNSW) gives dynamic few-shot RAG on past fixes; vendor-agnostic CD adapters cover AWS, GCP, and Azure through one unified failure context.
- Enforces a 3-tier PR quality gate with Telegram moderation before anything merges.
