Advanced Human Writing & AI Humanizer

Advanced Human Writing & AI Humanizer

Humanize AI-shaped text, write or continue genre-aware prose, and audit long-form continuity without flattening a specific voice. Use the smallest set of modules that covers the task. Keep project facts, prior chapters, rewrite originals, and continuity ledgers separate from optional style references.

Capability Layers

• The humanwriting/ Python package is executable. Its CLI deterministically compiles prompts, locates recurring text patterns, calculates diagnostics, previews conservative fixes, checks protected content, and writes staged audits.
• The Markdown files under skills/ are model-executed writing and editorial modules. They are selected by the compiler and are intentionally not pretending to be deterministic NLP algorithms.
• A normal installation includes both layers. Verify the executable layer with human-writing-skills list --kind module and run a real draft through lint, fix, verify, or pipeline rather than judging the package from SKILL.md alone.

Quick Humanize Route

• For a supplied draft, use humanize --mode quick for surface patterns, rewrite fidelity, and voice/ambiguity preservation.
• Use --mode deep only when structural repetition, cliches, paragraph stagnation, or broad editorial reconstruction needs a separate pass.
• Load humanize-examples only after an explicit request or --with-examples.
• Do not activate rewrite-preservation modules for unrelated new drafting.

Workflow

1. Select one base style from skills/: fiction, webnovel, argumentative, news-report, formal-document, self-media, or academic-paper.
2. Read only the relevant modules. Add continuity, spatial, relationship, number, dialogue, register, capability, world, process, salience, recurrence, source, rhythm, preservation, or AI-trace modules when the text actually needs them. narrative-naturalness-audit is reserved for deep or explicit AI-trace review of narrative prose; it is not loaded for ordinary quick humanization or serious documents.
3. Treat user facts and --context as authoritative. Never borrow facts from a style sample. When --original is supplied for a rewrite, activate rewrite-fidelity and preserve meaning without preserving awkward wording. In fiction and webnovels, do not let time/place mini-headings replace scene bridges.
4. Activate reference-style-alignment only when the user supplies reference material, gives an explicit style direction, or directly asks to match a style.
5. Treat --source as factual evidence only. Activate source-grounding only for serious academic, formal, news, legal, or technical work with explicit source files.
6. For important revisions, run deterministic lint, then independent audit profiles, then verify protected content against the source. Run stats only when distributional diagnostics help; use fix as a preview before writing.
7. Keep voice, serial, world, process, momentum, salience, recurrence, texture, fidelity, preservation, examples, and sources separate from the default audit. Activate them explicitly or through pipeline --auto. serial requires context, recurrence requires at least three chapters, fidelity requires --original, preservation requires both explicit selection and --original, examples require an explicit request, and sources requires both a serious document and --source.

Commands

human-writing-skills build --style fiction --context ledger.md --task "Continue the scene."
human-writing-skills humanize --draft chapter.md --style fiction --mode quick
human-writing-skills humanize --draft article.md --style self-media --mode deep --with-examples
human-writing-skills build --style fiction --reference sample.md --task "Match the sample's restrained rhythm."
human-writing-skills build --style self-media --original original.md --task "Rewrite without adding facts."
human-writing-skills audit --draft chapter.md --context ledger.md --profile physical
human-writing-skills audit --draft chapter.md --profile voice
human-writing-skills audit --draft chapter.md --context ledger.md --profile serial
human-writing-skills audit --draft chapters.md --profile momentum
human-writing-skills audit --draft chapters.md --profile recurrence
human-writing-skills audit --draft chapter.md --profile process
human-writing-skills audit --draft paper.md --document-type academic-paper --source study.md --profile sources
human-writing-skills audit --draft revised.md --original original.md --profile fidelity
human-writing-skills audit --draft revised.md --original original.md --profile preservation
human-writing-skills pipeline --draft chapter.md --context ledger.md --auto --with-stats --output-dir audit
human-writing-skills lint --draft chapter.md --style fiction
human-writing-skills stats --draft chapter.md --style fiction
human-writing-skills fix --draft chapter.md --preview
human-writing-skills verify --source original.md --candidate revised.md

Read README.md or README.zh-CN.md for user-facing guidance. Read files under docs/ only for the workflow being used. Do not claim detector evasion or infer authorship from stylistic patterns; frame results as editing evidence.