Overview
A multi-agent AI system that autonomously detects, diagnoses, and remediates CI/CD pipeline failures on AWS through reasoning-driven automation.
Tech Stack
PythonMulti-Agent AILangChainAWS
Key Features
- Pipeline-monitoring agent (deterministic, rule-based) for fast, reliable failure detection from status, exit codes and logs
- Log-analysis agent that extracts structured signals from noisy pipeline logs
- Root-cause agent that applies causal reasoning to determine why a failure occurred
- Pipeline of specialized agents on a shared base-agent abstraction, with synthetic data generation for realistic testing
- Designed to extend into automated fix generation and remediation