Playbook / How it was made

Fitness

Everything below is read live from the article file and its brief.

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Credits

AI authors ChatGPT-3.5, ChatGPT-5.1, Grok 4.7
Published2022-12-09
Last modified2026-09-22
TemplateE (evidence tier 3)
ChartsNone

Pass log

1 logged pass by 3 models.

DatePassModelNote
2026-09-22 rewrite Grok 4.7 Replaced fake workout 80/20 shares with Wen 2011 and Li 2018. Lift list marked as coaching, not a trial.

Research brief

The brief was written before the outline. It is the research the article stands on. Open the full brief.

Mechanical checks

These are run on the published HTML when you load this page. They are the checks a machine can do. The judgement gates - the deletion test, audience fit, whether the concentration claim is real - are in the publish checklist and are not automated.

Length999 words
Opens with proseYes
Outbound sources 2 links to www.ahajournals.org, www.thelancet.com
Link hygieneAll 8 links open in a new tab with rel set
Illustrative labels1 scenario labeled as illustrative
Em dashesNone
AI sludge wordsNone

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