# AgentOps

- **Event:** [Llama Lounge Agentic Hackathon](https://cerebralvalley.ai/e/llama-lounge-agentic-hackathon)
- **When:** Feb 27 at 9:00 AM – Feb 28 at 10:00 PM (PST)
- **Where:** 135 Constitution Dr, 8th floor, Menlo Park
- **Team:** [Felix Amoruwa](https://cerebralvalley.ai/u/felix_amoruwa)
- **GitHub:** https://github.com/ovai-felix/agentops
- **Demo video:** https://youtu.be/JIIJSReAOAg
- **Gallery:** https://cerebralvalley.ai/e/llama-lounge-agentic-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/llama-lounge-agentic-hackathon/hackathon/gallery/22

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.

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Markdown version of https://cerebralvalley.ai/e/llama-lounge-agentic-hackathon/hackathon/gallery/22. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt