Humanize AI

**Quick judgment** Humanize AI is a practical, lightweight CLI toolkit for spotting and mechanically cleaning up common AI-writing artifacts. It’s best suited as a style-cleanup step in a workflow where humans still review and own the final text. **What it does well** - Detects AI-ish vocabulary, puffery, hedging, and chatbot-signature phrases via `analyze.py`, with human-readable or JSON output. - Applies rule-based, transparent replacements via `humanize.py` (e.g., simplifying filler phrases, removing stock intros like “Additionally,”, stripping chatbot endings like “I hope this helps”). - Allows customization through `patterns.json` so teams can adapt it to their own style or domain. - Works smoothly with files, stdin, and shell loops, making it easy to slot into content or CI pipelines. **Limitations & caveats** - Rule-based approach: it cannot deeply rewrite for tone, argument quality, or originality—only patterns you explicitly encode. - Pattern lists can become outdated or brittle; over-aggressive patterns may delete or oversimplify legitimate phrasing and require careful tuning. - It does not and cannot guarantee evasion of AI detectors; many detectors use signals this tool will not affect. **Risks & ethical considerations** - The description explicitly mentions use for “bypass” of AI detectors. This creates a real risk of misuse for academic dishonesty, undisclosed ghostwriting, or evading transparency norms. - In professional or academic contexts, using it to conceal AI assistance rather than to improve clarity is ethically problematic and may violate policies or regulations. **Recommended scenarios** - Use as a transparent, style-focused tool: simplifying over-formal or bloated language, cleaning boilerplate, and removing obvious chatbot artifacts from drafts. - Combine with clear disclosure policies (e.g., noting that AI tools were used) and maintain human editorial oversight for any important content. - Avoid using it with the intent to deceive detectors or readers about whether AI was involved; treat it as a writing aid, not a stealth tool.