text-human

name	text-human
description	Humanizes code, docs, articles, reddit/chat, javadoc -- strips AI artifacts, fixes unicode, injects context-fit human style. Triggers - humanize, ai artifacts, unicode fix, article, reddit, javadoc, text.

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 SURFACED for review, never auto-edited.
• PASS 2 -- INJECT (gated): apply @reference/human-patterns.md for the flow's domain. HARD-OFF for code / API / formal-contract. GLOBAL GUARD: never inject typos, errors, or fabricated references in any flow.

---

Phase 0 -- Greedy flow detection (do this FIRST)

Before any processing, parse the argument, pick exactly ONE flow, and ANNOUNCE it:

Flow: <name> -- <one-line why>

Then greedy-load ONLY the chosen flow file plus the pattern sections it needs (lazy -- not everything).

Argument parsing (universal)

Accept all of: path, commit hash, folder, free-text prompt, path+prompt, no args.

1. Take the first token. If it resolves to an existing path OR matches a 7+ hex git hash -> that is scope, the rest is customPrompt.
2. Otherwise the WHOLE input is a customPrompt (the text to humanize may be inline, or it may describe intent). Flow is detected from the prompt + any inline content.
3. customPrompt both selects/overrides the flow AND adds custom rules (highest priority on conflict).
4. No args at all -> request_user_input fallback is allowed ONLY here ("What to humanize?" -> commit / file / folder / paste text). Prefer inferring whenever possible.

Detection signals (priority order)

1. Explicit intent keywords in the prompt (RU+EN):
   • reddit / forum / slack / discord / chat / чат / форум -> social
   • javadoc / jsdoc / kdoc / docstring / "api doc" / апи док -> code (CLEAN-ONLY sub-profile)
   • pr / pull request / commit / changelog / readme / docs / guide / коммит / документация -> docs
   • article / blog / essay / post / статья / эссе -> article
   • commit hash, or folder of mixed files -> mixed
2. Path / extension:
   • .java/.kt/.py/.ts/.tsx/.js/.jsx/.go/.rs/.cpp/... -> code
   • .md/.mdx/.rst -> docs; sniff content: long-form essay/blog -> article
   • 7+ hex git hash -> mixed
   • folder -> mixed
3. Content sniff:
   • short fragmented lines / no caps -> social
   • structured prose paragraphs with a thesis -> article
   • imperative + code blocks -> docs

Flow -> file

Flow	Load	Domain
code	@reference/flows/code.md	source, comments, docstrings, JavaDoc/JSDoc/KDoc (inject OFF)
docs	@reference/flows/docs.md	README, docs, guides, PR/commit (inject restrained)
social	@reference/flows/social.md	reddit, forum, slack, discord, chat
article	@reference/flows/article.md	formal essay, published blog, long-form
mixed	@reference/flows/mixed.md	commit / folder dispatcher -> routes each file to its flow

Pattern files (load the sections the flow needs): @reference/ai-patterns.md, @reference/human-patterns.md.

---

Phase 1 -- Execute the flow

• Single file or inline text -> apply the chosen flow's rules directly, no sub-agent task delegation.
• mixed (commit / folder) -> follow @reference/flows/mixed.md: block split, fast model/balanced model classification, parallel sub-agent task launch, JSON aggregation. Each file is routed to its correct flow's rules.

Custom prompt, when present, is prepended to direct processing and to every sub-agent sub-agent task prompt:

CUSTOM INSTRUCTIONS (highest priority, override defaults):
<customPrompt>
---

---

Output -- Humanization Report

## Humanization Report

Flow: <name>

### Summary
| Metric | Value |
|--------|-------|
| Scope | <file|commit|folder|text> |
| Files / blocks | N / M |
| fast model / balanced model | X / Y |

### Results
[per-file or per-block: stripped, injected, surfaced]

### Surfaced for review (NOT auto-applied)
[file:line -- issue]  e.g. hallucinated ref, fabricated ticket, try/except-everything

### Totals
| Metric | Count |
|--------|-------|
| AI tells stripped | X |
| Human edits injected | Y |
| Items surfaced | Z |
| Unicode normalized | W |

Files are edited in place. No backups -- use git to revert.

Error handling

Error	Action
Agent timeout	Continue with other blocks
File read error	Skip, note in report
Binary file	Skip, note in report
No changes	Report "No humanization required"

Examples

/text-human src/main/java/OrderService.java          # code flow, single file
/text-human 3be67487                                 # mixed flow, commit
/text-human src/main/java/services/                  # mixed flow, folder
/text-human review this reddit reply: <text>         # social flow, inline text
/text-human humanize this blog post: <text>          # article flow
/text-human clean the javadoc in PaymentApi.java     # code flow, CLEAN-ONLY
/text-human 3be67487 also drop all @author tags      # mixed + custom rule
/text-human src/ only strip AI artifacts, no inject   # custom prompt overrides