humanize

This skill transforms robotic AI-generated documentation into prose that sounds like an actual human wrote it. Think: destroying checkbox spam, dismantling perfect paragraph structures, and injecting the kind of conversational flow you'd get from a colleague explaining something over coffee.

The approach is aggressive deformalization - not just tweaking tone, but fundamentally restructuring how information flows to break AI's predictable patterns.

Before transforming, confirm you're actually dealing with AI output. Load the detection checklist:

Transform AI-to-AI documentation into human-readable prose with personality. USE WHEN: Converting rigid AI-generated docs (checklists, templates, CAPS LOCK emphasis, perfect structures) into flowing, conversational documentation that feels like a colleague wrote it, not a robot. PRIMARY TRIGGERS: "humanize this doc" → Full transformation workflow "make this readable" → Quick readability pass "remove AI patterns" → Surgical pattern removal "add human touch" → Inject personality without losing precision INPUT: Markdown files with AI-agent patterns (checklist spam, rigid headers, template overload) OUTPUT: Flowing prose with burstiness, analogies, and occasional absurd touches CORE PRINCIPLE: Total war on AI rigidity. Destroy robotic tone while preserving technical accuracy. Source: rfxlamia/claude-skillkit.