Principle 3 — Lifelong

A new fix must improve the new case without breaking the past.

Setup: already optimized over E₁ ... Eₖ. A new failure Eₖ₊₁ arrives. What do you change?

Patch & hope → drift

Regression-aware learning

Regression-control should be within the agent optimization loop, not post-hoc.