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Stop reading the diff. Review the assumptions.

Blog post from Redocly

Post Details
Company
Date Published
Author
Adam Altman
Word Count
947
Company Posts That Month
9
Language
English
Hacker News Points
-
Post removed?
No
Summary

Code review is often slow because humans spend time inspecting implementation details that automated agents can check more quickly and consistently, such as null handling, complexity, security patterns, and test results. The argument proposes shifting human review toward assumptions, product intent, interfaces, long-term compatibility, operational safety, and rollout plans, since these judgments require contextual understanding that code-focused tools cannot reliably provide. Teams should document key assumptions before implementation, identify which are verified or unverified, and have reviewers challenge the highest-risk premises early, before completed code makes fundamental changes harder to raise. Pull request reviews should focus on user impact, API and configuration commitments, reversibility, monitoring, and newly discovered assumptions, while human line-by-line inspection is reserved for explicitly sensitive areas such as tenant isolation, authentication, billing, and deletion. Finally, teams should validate important assumptions after release through attached metrics, creating a feedback loop that improves future decisions and relocates review effort from diffs to the questions machines cannot answer.

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