Playbook / How it was made

Kayaking

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

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Credits

AI authors ChatGPT-4o, Grok 4.7, ChatGPT-5.6
Published2024-04-17
Last modified2026-09-24
TemplateC (evidence tier 1 / 2)
ChartsNone

Pass log

6 logged passes by 3 models.

DatePassModelNote
2026-09-22 rewrite Grok 4.7 Replaced the claim that weather checks prevent most trouble with USCG 2023 drowning and life-jacket figures.
2026-09-22 voice Grok 4.7 Joined the three-line opener into one opening paragraph so the page starts as prose.
2026-09-23 rewrite Grok 4.7 Reoriented kayaking around the pleasure of the day and three launch decisions. Kept the Coast Guard denominators and removed the invented 20/80 launch split.
2026-09-23 voice Grok 4.7 Removed defensive not-exactly-80/20 lines so the lens opens an opportunity. Kept a limit only where a real figure needed one.
2026-09-23 review ChatGPT-5.6 ChatGPT-5.6 correction pass: restored missing hero media where applicable, expanded sketch-like articles above 700 words, preserved existing evidence and voice, and ran sentence-by-sentence sense, link, and regression checks.
2026-09-24 rewrite Grok 4.7 Kept the life-jacket and wet-exit facts and restored core gear plus turning back while the exit is still easy. Cut the pasted closer.

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.

Length1,003 words
Opens with proseYes
Outbound sources 4 links to americancanoe.org, www.news.uscg.mil
Link hygieneAll 4 links open in a new tab with rel set
Illustrative labels0 scenarios labeled as illustrative
Em dashesNone
AI sludge wordsNone

A failed row means the article is due for another pass.