x-humanizer

# X Humanizer Rewrites any tweet or thread to remove AI tells, and audits a finished draft against the 2026 X ranking checklist. Based on Wikipedia's "Signs of AI writing" taxonomy plus X-specific patterns (the lowercase-casual register, the no-fold first line, emoji-as-2-chars, bookmark-bait structure). ## When to use - Before publishing any AI-drafted tweet or thread (rewrite mode) - Pre-publish review of a finished draft (audit mode, see `sub-skills/post-audit.md`) - When a draft feels off and you cannot pinpoint why ## Input Any text: a single tweet, a thread (with or without `---` breaks), a reply, or a quote-tweet draft. Optional: target voice samples (the user's past tweets). ## Output - Rewritten text with AI tells removed - A diff showing what changed and why - Per-tweet char count (flagging anything over 280, emoji counted as 2) - Confidence: "human", "mixed", "AI-likely" ## Modes ```bash # Default: scrub AI tells and fix X-format issues x-humanizer <text> # Forensic only - minimum touch, just kill model leakage x-humanizer --mode forensic <text> # Audit - detection-only pass-fail review, no rewrite # Runs the 2026 X checklist: 280-char fit, first-line hook, hashtag/emoji # limits, link placement, thread tap-through, goal clarity. # Returns Blockers + Warnings + suggested fixes. See sub-skills/post-audit.md. x-humanizer --mode audit <text> ``` ## The three passes ### Pass 1 - SCRUB (delete or replace) Apply the tiered catalogs in `references/scrub-rule...