domains / families / documents / humanize
Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases. Humanization Pipeline Orchestrator v3.1 - Multi-pass 4-layer transformation pipeline Orchestrates G5 (Auditor), G6 (Humanizer), F5 (Verifier) in sequential passes Enforces checkpoints between every pass with mandatory AskUserQuestion Supports conservative (L1-2), balanced (L1-3), balanced-fast (L1-3 merged), aggressive (L1-4) modes Rich Checkpoint v2.0: section-level scores, selective humanization, target auto-stop G5+F5 parallel execution, section-selective humanization Triggers: humanize, humanize my draft, humanize manuscript, make natural, remove AI patterns Korean triggers: 휴먼화, 자연스럽게, AI 패턴 제거
The two skills overlap in purpose (removing AI writing patterns) but are structurally different. The LeoYeAI skill is a single-pass editorial guide with a detailed pattern catalog and a 'personality/soul' section. The brycewang-stanford skill is a multi-pass orchestration pipeline (G5 audit, G6 transform, F5 verify) with mandatory checkpoints, modes, and typographic mandates. Neither is a reproduction of the other; combining them captures both the pattern knowledge and the pipeline workflow.