Several reasonable fixes can make a result worse when each one responds to a local concern without anyone rereading the whole thing.
Reread the whole work after local fixes
Several locally reasonable changes can make the whole artifact worse. Passing more checks is not the same as making the work clearer, safer, or more useful.
After applying local findings, reread the entire artifact against its original purpose before declaring the review successful. The full result is the thing people will actually use.
Where AI fits
AI can classify findings by severity, propose the smallest supported fix, and flag when a whole-artifact reread is needed.
The human decision
People judge whether the revised work still serves its purpose and decide whether a hard concern needs a narrower solution or a pause.
The lesson
More review does not always make the work better unless someone checks the combined effect of the fixes.
The Build Log companion explains how seven passing reviewers still produced worse writing until the team returned to smaller changes and a full reread.
AI Skills
Use this lesson with the AI assistant you already use
More review does not always make the work better unless someone checks the combined effect of the fixes.
Paste the prompt, share only the context needed to answer it, and treat the result as a draft for your review. Do not include confidential information or let an AI assistant make changes without your approval.
Optional: for a visual report and saved memory, run /dxdev first.
Don’t have it? Get it at dxdev.com/skills/dxdev. The prompt works without it.
dxdev LESSON · paste into your AI agent
LESSON: 2026-04-28_calibrated-review
WHAT TO SHARE:
A de-identified draft or artifact, review findings, and the original purpose the work must still serve.
ASK YOUR AGENT TO:
1. Separate confirmed facts from assumptions and unanswered questions.
2. Classify findings by severity and evidence.
3. Choose the smallest supported fix for each finding.
4. Plan a whole-artifact reread against the original purpose.
RETURN:
A finding, severity, smallest fix, and whole-work effect table.
BOUNDARY: Do not change records, contact anyone, route work, publish content, or act in an external system. A person must review the evidence and approve every consequential step.
