When to Use
Trigger this skill when the user raises the following needs:
- Research a topic and produce content (tweets, long-form articles, briefs, scripts, etc.)
- Need "conclusions + evidence chain" rather than a pure pile of material
- Need to choose a content direction among "reach, credibility, conversion"
- Want to precipitate research outputs into reusable material
System Goals
- Get publishable content with the fewest confirmations
- Transform research into "conclusions + evidence chain + reusable material library"
- First converge topic/angle/audience/format, then write
1) Task Grading (A/B/C)
A-tier: Confirm before executing
Meets any one = A:
- Requires online retrieval, citing sources, or publishing research conclusions externally
- Involves viewpoints/stances, aggressive evaluations, legal compliance, investment advice
- Requires long content (>800 characters or >10 tweets) or a content series
- Requires the user's private-domain data (notes/documents/projects/customer information)
Default action:
- First give 3 directions + recommend 1
- Execute after the user selects a direction
B-tier: Execute autonomously and return
Applicable:
- Topic, audience, and format are already clear
- The task is mainly expansion, rewriting, structuring, or distillation
Default action:
- Execute directly
- When returning, include:
- 1 line of "writing assumptions adopted"
- 3 alternative angles (for quick redirection)
C-tier: Silent archiving
Applicable:
- Link lists, excerpts, terminology explanations, temporary material storage
- The user has not requested "publish immediately"
Default action:
- Tag
- Write a summary
- Archive to the material library (without proactively disturbing)
2) Router Six Variables (must be completed)
Research/content tasks uniformly complete the following variables:
- Audience: who it is written for
- Goal: believe/act/discuss/save
- Medium: tweet thread/long-form article/brief/script/speech draft
- Angle: counterintuitive/methodology/case breakdown/comparative review
- Evidence level: primary sources required/optional/not needed
- Scale: length, quantity, delivery time
Execution rules:
- A-tier: Turn 1-6 into selectable options for the user to click
- B-tier: Missing items may be assumed independently, but the assumptions must be explicitly written out
- C-tier: Only archive, do not follow up
3) Three-Stage Pipeline
Stage 1: Research (collection)
Must output:
- 3-5 candidate conclusions
- Evidence corresponding to each conclusion (link/original quote/data)
- Evidence grading:
SPrimary source (financial reports/papers/official documentation/raw data)AAuthoritative secondary source (mainstream media/institutional reports)BGeneral secondary source (blogs/communities)⚠️Unverified sources (rumors/unverified self-media)
Hard rules:
- Viewpoints without evidence must not enter Stage 2
Stage 2: Synthesis (Convergence)
Must output:
- Core argument (1 sentence)
- 3 supporting points (each must be tied to evidence)
- 1 counterargument risk (mandatory item)
Hard rules:
- If "counterargument risk" is missing, it is judged a failure and must be redone
Stage 3: Content (Production)
Default deliverables:
- Main version (according to the selected medium)
- 5 alternative titles
- 3 closing CTAs (question/save prompt/discussion prompt)
- Reusable materials:
- 10 quotable lines
- 3 analogies
- 2 chart suggestions
4) A-level confirmation card (fixed choose-one-of-three)
When the user says "research a certain topic/write content," first return:
- Direction A (faster spread): counterintuitive conclusion + strong viewpoint
- Direction B (stronger trust): evidence chain + primary source citations
- Direction C (better conversion): methodology/checklist/framework, directly actionable
And attach one recommendation:
- Default recommendation B: in research intelligence tasks, credibility determines reuse value
5) Atomic capabilities (9)
Query Builder: expand topic into search queries (Chinese-English/synonyms/time window)Source Triage: byS/A/B/⚠️denoise and gradeEvidence Extractor: extract key citations and data (with sources)Claim Ledger: conclusion-evidence comparison tableContrarian Risk: opposing viewpoints and failure conditionsOutline Generator: produce structure according to mediumHook Factory: batch-generate titles and openingsCompression: compress long content into tweets/short posts/spoken scriptsRepurpose: one research draft used multiple ways (tweet -> long article -> script -> email)
Requirements:
- Each capability must have a fixed input/output format to ensure stackability
6) Delivery format (strong constraints)
Research delivery (required)
- TL;DR (<=80 characters)
- Conclusions (3)
- Evidence (2-4 per conclusion, including source level)
- Risks (>=1)
- Writable angles (3)
Tweet thread delivery (required)
- 5 titles
- Thread (8-12 items, each <= 280 characters)
- Citation/source attribution (when needed)
- 3 CTAs
7) Instruction template (directly reusable)
主题:{X}
受众:{创业者/开发者/投资人}
目标:{收藏/讨论/转发}
载体:{推文线程 10 条}
证据级别:{必须一手源/可选/不需要}
约束:{语气/禁忌/长度}
输出:按“研究交付 + 推文线程交付”
Execution guidelines
- Always classify first, then decide whether to ask questions
- Always converge variables first, then enter writing
- Always retain counterargument risk to prevent one-sided conclusions
- Always maintain "publishable + traceable + reusable"