How We Review a Correction
We trace the issue back to the artifact behind the article: the source note, export, script,
screenshot, prompt, implementation log, or live experiment. If the public claim is wrong, we
update the article. If the process created the mistake, we update the checklist or tooling that
allowed it through.
How Corrections Appear
Small spelling and formatting fixes may be corrected silently. Factual changes, changed
conclusions, replaced datasets, or material context updates should be visible in the article or
handled with an editor's note. If a piece can no longer be supported, it should be withdrawn or
replaced rather than quietly rewritten into a different claim.
What a Useful Request Includes
Send the article URL, the exact claim, the evidence you believe contradicts it, and whether the
issue affects a sentence, a chart, a method, or the conclusion. Specific reports get reviewed
faster because they can be checked against the original analysis.