learning-from-outcomes
Installation
SKILL.md
Learning from outcomes
Experience does not automatically produce judgment. Without a written prediction and a scoring step, a review produces a story in which the good outcomes were foreseen and the bad ones were unforeseeable. That story feels like learning and teaches nothing.
Three things make a review compound:
- Score the predictions, not the outcomes.
- Assign credit across time, because results arrive long after the decisions that caused them.
- Replay old decisions deliberately, because recent experience otherwise overwrites older lessons entirely.