README.md

metadata

title: Sentinel MLOps Agent
emoji: 🛡️
colorFrom: blue
colorTo: indigo
sdk: docker
app_port: 7860
pinned: false

🛡️ Sentinel: Autonomous MLOps Agent

Self-Healing Infrastructure Powered by Physics & Gemini 2.5

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⚡ What is Sentinel?

Sentinel is an autonomous monitoring agent that doesn't just alert you when a server crashes—it investigates why.

Most MLOps tools rely on static thresholds ("Alert if CPU > 80%"). Sentinel uses Statistical Physics (Z-Scores) to learn the "normal" baseline of your system and detect subtle Data Drift.

When an anomaly is detected, it triggers an AI Agent (Gemini 2.5 Flash) to perform Root Cause Analysis (RCA) on the system logs automatically.

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🚀 Live Demo: How to Test It

This API is live. You can simulate a "Cyber Attack" right now.

1. Click Here to Open the Swagger UI (or scroll down if embedded).
2. Click the green POST /monitor bar.
3. Click Try it out.
4. The Test: Change cpu_usage to 900.

   {
     "timestamp": "12:00",
     "service_name": "PaymentGateway",
     "cpu_usage": 900
   }
   

5. Click Execute.

📉 The Result

You will receive a CRITICAL alert containing a full AI investigation report:

"Root Cause: Unauthorized crypto-mining process detected. Recommended Fix: Terminate process PID 409..."

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⚙️ Architecture

graph LR
    A[Live Data Stream] --> B(FastAPI Endpoint)
    B --> C{Anomaly Detector (Z-Score)}
    C -- Normal --> D[Log Metric]
    C -- "Anomaly (>2.5σ)" --> E[Gemini 2.5 RAG Agent]
    E --> F[Retrieve Error Logs]
    F --> G[Generate Incident Report]