Phase 1 Architecture – AI Pipeline Health Agent

An End-to-End RL Pipeline Health Agent for Anomaly Detection and Autonomous Self-Healing of Cloud Data Pipelines

The Solution

Monitor → Diagnose → Score → Decide → Safety → Act → Validate

1. Observe logs, schema, and data-quality conditions

2. Diagnose the likely failure family

3. Estimate operational risk

4. Select a bounded remediation action

5. Validate whether the action restored a healthy state