text-humanlisted

# Humanize text Edit the supplied text or repository artifact in place only when authorized. Preserve technical meaning, identifiers, citations, and house style while removing repetitive phrasing, filler, and synthetic narration. Return a focused diff and do not delegate unless explicitly requested. ## Complete native workflow Follow every phase below. When a phase delegates work, use Codex collaboration with only `task_name` and `message`; treat each "Codex delegation brief" block as role and message content, not executable syntax. Use `request_user_input` for the documented user gates. Resolve `<skill-directory>`, `<plugin-root>`, `<project-root>`, and `<arguments>` before running commands. # Text Humanizer Universal, context-aware humanizer. Works on source code, comments, docstrings, technical docs, commits/PRs, published articles, and reddit/chat text. It picks ONE flow from context, lazy-loads only that flow plus the relevant pattern sections, and runs a two-pass model: STRIP validated AI tells, then a gated INJECT of human style fit for the domain. Position: removes AI surface artifacts and fits register -- it does NOT claim to detect authorship. ## Two-pass model (applies to every flow) - PASS 1 -- STRIP: remove validated AI tells per `@reference/ai-patterns.md`. Only HIGH-tier universal-strip acts on single instances. MED density-signals act ONLY when several co-occur. Behavior-changing items (hallucinated refs, fake tickets, try/except-everything) are SURFA