The Self-Healing Dataset: Why You Need Continuous Semantic Integration (CSI)

Code has CI/CD. Data has ETL. What does semantic intelligence have? Continuous Semantic Integration (CSI) is the continuous pipeline that ingests production edge cases, auto-generates test fixtures, and updates evaluation suites automatically.

Building the CSI Flywheel

Automated edge-case harvesting, synthetic test suite generation, and semantic regression prevention.