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x-humanizer

Remove the AI tells human readers react to in a tweet or thread: 2026 vocabulary by density, reveal bridges, staccato stacks, stacked triads, performed sincerity. Also --mode audit (280-char fit and format), --mode profile (learns how you write) and --mode interview (fills your Story Bank: the numbers, turning points and positions posts are made of). Not for writing from scratch (use x-post-writer). Keywords: humanize, de-AI tweet, AI slop, interview me, audit before posting.

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Repository last updated
Nov 6, 2026
License
Apache-2.0

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# X Humanizer V3

Rewrites any tweet or thread to remove the AI tells that human readers notice,
and audits a finished draft against the 2026 X ranking checklist. Based on
Wikipedia's "Signs of AI writing" taxonomy, the 2025-2026 stylometry
literature, and our own length-controlled X corpus (n=445). **V3 (2026-09):**
recalibrated on 2026 evidence. Vocabulary is scored by density, em dashes are
capped instead of banned, forced rhythm is now a tell instead of a fix, and
there is an over-correction guard.

**What this skill does not do:** it does not make text "pass" GPTZero,
Pangram, Turnitin or Originality. Those are trained classifiers keyed on the
instruction-tuning style signature; prompt-style "sound like a real person"
rewrites are caught 92-95% of the time, and light mechanical rewriting raises