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CI/CD Integration - Automated Regression Testing

Innovation​

Continuous evaluation in CI/CD pipelines catches agent misalignments before production deployment, preventing "whack-a-mole" regression problems in agent development.

Traditional agent development lacks automated quality gates - changes that fix one problem often introduce new issues. Our innovation enables automated regression testing in CI/CD pipelines (GitHub Actions, etc.), catching behavioral regressions before they reach production and enabling systematic quality control.

CI/CD Evaluation Workflow​

Preventing "Whack-a-Mole" Problems​

The "Whack-a-Mole" Problem in Agent Development​

Common Scenario:

Week 1: Agent fails on edge case A
  → Fix edge case A
  → Deploy to production

Week 2: Fix for A breaks previously working case B
  → Fix case B
  → Deploy to production

Week 3: Fix for B breaks previously working case C
  → Fix case C
  → Deploy to production

Problem: Fixing one issue introduces new regressions
Root Cause: No systematic regression testing
Solution: Automated agent regression testing