Before/After Evaluation

Core Workflow

1. Confirm the scenario, target artifact, acceptance criteria, and compared conditions.
2. Summarize the baseline output and the skill-enabled output using the same criteria.
3. Score improvements and regressions with the project rubric.
4. Separate missing context from skill failure.
5. Record safety issues, reviewer edits, validation evidence, and overhead.
6. Recommend keep, revise, split, merge, defer, or retire.

Safety Rules