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Prevent feature creep when building software, apps, and AI-powered products.
Passed 17 of 22 test cases with the skill, and 7 of 22 without it.
and 13 more in the full report
11 fixed6 passed either way4 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
A newer attempt on gemini-3.6-flash on 10/3/2026 did not produce a publishable comparison (not comparable). The snapshot above is the previously measured run.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
At the end of a workday where developer time was spent prompting AI coding assistants, what four summary items should be logged to maintain daily discipline?
| Checked | Without skill | With skill |
|---|---|---|
| The daily log records features completed, scope additions, whether additions were validated, and tomorrow's focus. | Missed | Passed |
The instructions your model reads when the skill loads.
The request sets the scope. Everything the diff contains should trace back to a sentence in the ask. Anything else is a suggestion, not a change.
Build what was asked. Not what would be nice, not what a senior engineer would also do, not what the codebase "should" have. If a line of the diff cannot be justified by the request, it does not belong in the diff.
This applies to product scope and to code scope. A PRD that grows past its problem statement has the same disease as a bug fix that ships with a refactor.
Stop when you notice any of these:
Each of these might be a good idea. None of them are in scope unless the user says so.
Suggestions heading, one line eachOut of scope with a one line reasonprds/ folder, append to the relevant PRD's Out of scope sectionSuggestions are cheap to write and free to ignore. Unrequested code costs review time, adds bugs, and blurs what the change was for.
test cases passed, vs 7 / 22 without
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