Guides the user through writing a Chinese document section by section — interviewing out real material, clarifying intent, co-defining an outline, drafting each part with every claim traced to material, restructuring when drafting exposes gaps, and cold-reading as the target reader — to produce diagram-rich, first-principles prose free of AI-flavored writing. Use when the user wants to write, draft, or co-author a Chinese article, blog post, essay, design doc, README, or long-form document with guidance instead of one-shot generation.
Project entropy control (gc) — reconcile docs against code, clear dead code and stale docs, archive specs, scan friction, and generate architecture-improvement proposals. Use to clean up a project, when docs have drifted from reality, to find refactor directions, after a large feature merges (scoped), or for periodic maintenance (global).
Initialize a repo into an AI-native project — lay down the harness (AGENTS.md, standard verbs, gates, spec directory), same entry point for new and existing repos. Use for project initialization, onboarding an agent working agreement, or migrating legacy setup artifacts.
Converge a vague idea into a spec with acceptance criteria. Use for requirement discussion, approach clarification, unclear boundaries/decisions/acceptance criteria, or when an approach must be settled before implementation.
Accept an implementation — gates first, then human judgment — deciding mergeability against the spec's acceptance criteria, and wrapping up with distillation and archiving. Use for review, checking a diff/PR, acceptance, or judging mergeability.
Compress the current conversation and work progress into a handoff note. Use for handoff, handover, resuming, summarizing progress, or letting a later session continue.
Translates English documents into natural Simplified Chinese while preserving meaning, document structure, terminology consistency, and author intent. Use when the user asks to translate English text, Markdown, documents, articles, specs, manuals, emails, reports, or files into Chinese, especially when they want idiomatic Chinese instead of literal translation.