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Observability and Monitoring
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Classroom Contents
IP Detection at Scale - CI/CD Meets Cloud-Native Enforcement
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- 1 Introduction and Overview
- 2 The Challenge of IP Violations at Scale
- 3 Limitations of Traditional Approaches
- 4 Core Philosophy: Production ML as a Systems Problem
- 5 High-Level System Architecture
- 6 Technical Stack and Detection Workflow
- 7 Confidence-Based Enforcement Strategy
- 8 CICD and Model Governance
- 9 Observability and Monitoring
- 10 Incident Response and Debugging
- 11 Results and Operational Impact
- 12 Conclusion
