crossframe-skill
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CrossFrame Skill Suite:面向 AI agent 的中文结构诊断、公共议题分析、组织复盘、历史材料处理、追问和成文工作流。
CrossFrame Skill Suite
CrossFrame Skill Suite is a Chinese structural diagnosis and writing skill suite for AI agents.
It is designed for tasks where a plain answer is not enough: complex relationships, teams, institutions, public disputes, historical materials, arguments, reader replies, research notes, and long-form Chinese essays.
The suite asks the agent to separate facts, evidence, scale, responsibility, mechanism, and expression before producing a readable answer.
What It Does
- Diagnoses complex social, organizational, relational, and institutional situations.
- Turns structural analysis into readable Chinese essays, replies, reports, memos, and case notes.
- Reviews generated answers for evidence boundaries, overclaiming, source drift, and weak reasoning.
- Supports public-issue analysis, organization repair, debate analysis, historical-source handling, concept teaching, and research-note workflows.
- Preserves explicit invocation: CrossFrame should be used only when the user asks for it.
When To Use It
Use CrossFrame when the user asks for one of these:
- structural diagnosis or cross-scale analysis
- public issue, platform governance, policy, or institutional responsibility analysis
- team, project, or organization repair
- relationship or responsibility-chain analysis
- historical materials, source-ledger boundaries, or archive/FOIA backlog handling
- argument testing, debate mapping, or withdrawal conditions
- turning analysis into a complete Chinese article
- reviewing whether an answer actually reasons from evidence
- follow-up inquiry after a completed analysis or article
Do not use it for simple factual lookup, arithmetic, ordinary chat, or tasks where the user did not ask for CrossFrame-style reasoning.
Main Entry
For multi-step work, start with:
crossframe-suite
The suite chooses the workflow and then routes to the needed specialist skills.
Common workflows:
crossframe -> crossframe-review
crossframe -> crossframe-essay -> crossframe-review
crossframe -> crossframe-public -> crossframe-essay -> crossframe-review
crossframe -> crossframe-org -> crossframe-essay -> crossframe-review
crossframe -> crossframe-history -> crossframe-essay -> crossframe-review
crossframe -> crossframe-dialogue
crossframe -> crossframe-notebook
crossframe -> crossframe-inquiry
Skill Areas
| Skill | Purpose |
|---|---|
crossframe-suite |
Workflow router for multi-step CrossFrame tasks |
crossframe |
Core structural diagnosis |
crossframe-essay |
Converts analysis into complete Chinese essays |
crossframe-review |
Checks reasoning, evidence boundaries, and output quality |
crossframe-dialogue |
Reader replies, editorial responses, and short consultation answers |
crossframe-casebook |
Turns materials into reusable case entries |
crossframe-history |
Historical materials, source ledgers, and archive/FOIA boundaries |
crossframe-public |
Public issues, institutions, platforms, policies, and compliance materials |
crossframe-org |
Team, project, and organization repair |
crossframe-teach |
Plain-language concept explanation and exercises |
crossframe-debate |
Proposition testing, opposing arguments, and withdrawal conditions |
crossframe-notebook |
Reading notes for books, theories, articles, and excerpts |
crossframe-critical |
Named-only long-form structural critique |
crossframe-inquiry |
Follow-up questions after a completed CrossFrame workflow |
Output Principles
CrossFrame outputs should:
- show a concise reasoning outline before the final answer
- distinguish fact, interpretation, mechanism candidate, and judgment level
- avoid turning structural analysis into personality judgment
- avoid presenting uncertain claims as closure
- keep specialist terms mostly in the background and write for ordinary readers
- preserve evidence boundaries when discussing public, institutional, historical, or current events
License
MIT License. See LICENSE.
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