Unverified50% confidenceFactExact time
Write-back content is written into the feature specification and appears in the same PR diff as the code, so that changes to the living spec are actually reviewed.
1
Sources
50%
Confidence
Long-term
Relevance
10/17/2026
First Seen
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Related Claims
UnverifiedA living spec is a continuously updated specification corresponding to a current capability (such as billing, authentication, or member profiles) that is automatically loaded before each coding task involving that capability begins, and automatically written back after the task is completed.66% similarUnverifiedThe design approach of validating through tests while retaining human PR review is more prudent than the aggressive approach of directly modifying code.62% similarUnverifiedIn code reviews, architecture diagrams can help reviewers determine which callers will be affected by a change.62% similarUnverifiedAfter improvements to the code review module, merging the base branch into a PR that contains Additional findings now triggers only a lighter follow-up review rather than a full re-review.62% similarUnverifiedContrastive Edit-Preservation Reward (CEPR) decomposes scoring into multiple rubric check items: whether the edit is truly achieved, whether the old state is removed, and whether the content is preserved, with each dimension evaluated independently rather than merged into a total score.61% similar
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