SYSE.45:3 - Forces

Stable knowledge may be cheaper to use through a trained policy, but changing interfaces make that knowledge costly to maintain. Successful demonstrations give a target, while informative failures reveal its limits. Feedback can reward an observable proxy rather than the required result. Training and validation share a budget, yet repeated validation can make the final comparison optimistic.