scholar-anti-ai-writing

# Scholar Anti-AI Writing Detect and eliminate AI writing patterns from academic prose. Based on Wikipedia's "Signs of AI writing" guide. Supports both English and Chinese text. **Core insight**: LLMs predict the most statistically likely outcome — creating detectable patterns. This skill identifies and rewrites those patterns while preserving meaning and adding authentic voice. ## Pre-load (before execution) 1. **Codebase docs**: If `.workflow/codebase/ARCHITECTURE.md` exists, read for project context 2. **Specs**: `maestro load --type spec --category coding` — load coding conventions 3. **Wiki knowledge**: `maestro search "academic writing research paper" --json` — top 5 entries as prior context 4. All optional — proceed without if unavailable ## Architecture Overview ``` User: "Remove AI patterns from my paper" | v ┌──────────────────────────────────────────────────────────────┐ │ SKILL.md (Orchestrator) │ │ Collect preferences → Dispatch phases → Track progress │ └──────────┬───────────────────────────────────────────────────┘ | ┌───────┼───────────┬──────────────┐ v v v v ┌──────┐┌──────────┐┌──────────────┐ │ P1 ││ P2 ││ P3 │ │Detect││ Rewrite ││ Validate │ │ & ││ & Polish ││ & Score │ │Score ││ ││ │ └──┬───┘└────┬─────┘└──────┬───────┘ │ │ │ v v v pattern ...