Draft: reduce AI-cadence tells in thirteen-years book intro - #1955
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benbalter wants to merge 1 commit into
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Draft: reduce AI-cadence tells in thirteen-years book intro#1955benbalter wants to merge 1 commit into
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Conservative pass on the copyright-reserved book-intro material: cut generic filler and antithesis tells; add specificity without inventing facts. - 'Intentionality over proximity': 62% -> 45% - 'What thirteen years taught me': 66% -> 36% - 'A hub, not a headquarters': 93% -> 85% (already concrete; left as-is) Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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Draft for review — do not merge as-is. Conservative pass on the sections Fast-DetectGPT (Llama-3-8B) flagged as most machine-like. This is copyright-reserved book-intro material, so I only cut generic filler and antithesis tells and added specificity where I could without inventing biography.
Section scores (Llama-3, before → after)
What changed
Note on "A hub, not a headquarters" (still 85%)
Left it essentially as-is. It's already concrete (Hack Houses, Destinations, cafés) yet scores high — a useful reminder that concreteness lowers the signal on average but isn't a guaranteed lever. Hacking a genuinely-concrete section to move a noisy number wasn't worth it.
Caveat
Whole-post % is a length artifact (criterion grows ~√N); section scores are the real signal. See #1954 for the full method writeup.
🤖 Generated with Claude Code