AgentOps

AgentOps uses a CrewAI multi-agent pipeline to autonomously detect, diagnose, and fix ML production issues. Three agents work in sequence: - Monitor pulls metrics and feature drift from Snowflake, detecting anomalies against baselines - Investigator performs root cause analysis using RAG over runbooks and past incidents - Remediator executes fixes via Composio integrations with Slack and GitHub Each agent builds on the previous agent's output—mimicking how an on-call engineer triages, diagnoses, and resolves issues. A React dashboard provides human-in-the-loop oversight: approving actions, monitoring agent progress via live streaming, and initiating investigations.