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CODING-WITH-CODEX5 MIN READ

Worked Walkthrough: From Repo Findings To A Safe Plan

Translate Codex discovery output into a small plan with clear file boundaries and proof steps.

Codex inspected a flaky upload test and suggested touching the spec, the upload helper, a timeout constant, and an analytics hook. Root cause -> Minimal files -> Verification Discovery output often contains adjacent files that are plausible but not yet justified. If you execute the whole list, the diff grows faster than your certainty. Keep only root-cause files Retain the spec and upload helper because both map directly to the reproduced failure path. Each kept file must connect to the bug narrative, not just live nearby in the codebase. Reject weakly justified neighbors Drop the timeout constant and analytics hook…

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