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articulate
Articulate clearly — transform vague ideas, complex systems, or fuzzy plans into crisp, specific, actionable communication. The anti-BS generator.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
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Articulate clearly — transform vague ideas, complex systems, or fuzzy plans into crisp, specific, actionable communication. The anti-BS generator.
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Use when a pull request needs review by a different AI model than the one that authored it, or when configuring cross-model code review pipelines in CI/CD.
Run Demerzel's autonomous driver — full cycle or individual phases across all repos
Capture meaningful session state (current cursor, in-flight work, live hypotheses, open questions, do-NOT-carry-forward, success criteria) to state/digests/latest.md so the next session — including one after auto-compaction — can re-enter without re-discovering context cold. Distinct from /learnings (which captures surprises). Validates against docs/contracts/digest-schema.json.
Autonomous research scheduler — selects the most under-researched department by coverage ratio, generates questions from completeness gaps, cross-model validates, auto-produces courses at T>=0.8, rate-limited to 6 cycles/day with kill switch
Personalized AI tutor — turns any topic into a customized, progress-tracked learning course. Use when the user wants to LEARN a concept, skill, language, tool, or domain. Creates a MISSION, curated RESOURCES, iterative lessons with self-checks, and learning-records that persist across sessions. NOT for interrogating the user about their own design (use brainstorming/IDSD for that).
Run one bounded supervised autonomous cycle on the Demerzel governance repo. Picks the smallest unchecked governance slice inside allow_edit, implements it, runs the oracle (`pwsh scripts/verify.ps1`), emits cycle evidence, and stops. Refuses to run unless dev-process-overseer reports loop-eligible and the preflight passes. Use when asked to "run one supervised loop", "advance governance autonomously", or "do one cycle and stop".
| name | articulate |
| description | Articulate clearly — transform vague ideas, complex systems, or fuzzy plans into crisp, specific, actionable communication. The anti-BS generator. |
Transform vague communication into clear, specific, actionable language. The inverse of the BS detector.
/demerzel articulate <text or topic>
/demerzel articulate --audience <director|engineer|customer|investor>
/demerzel articulate --format <elevator-pitch|one-pager|decision-doc|status-update|architecture-brief>
Every output passes the 4 Clarity Tests (inverse of the 4 BS Tests):
[WHAT] in one sentence.
[WHY] it matters — one metric or pain point.
[HOW] it works — one mechanism.
[PROOF] it's real — one evidence point.
Example:
We built an AI chatbot that answers guitar theory questions using formal music grammars. Guitarists ask "reharmonize Let It Be in jazz style" and get actual chord analysis — not generic AI fluff. It's live on Discord right now with real users.
## Problem (2 sentences)
What's broken, who feels the pain, what it costs.
## Solution (3 sentences)
What we built, how it works, what's different.
## Evidence (bullet points)
- Metric 1: specific number
- Metric 2: specific number
- User quote or observation
## Next Steps (WHO does WHAT by WHEN)
- [ ] Person → Action → Date
- [ ] Person → Action → Date
## Risks (honest)
- What could go wrong
- What we don't know yet (U state)
## Decision Needed
One sentence: what are we deciding?
## Options
| Option | Pros | Cons | Effort | Confidence |
|--------|------|------|--------|------------|
## Recommendation
Which option, why, what evidence.
## If We're Wrong
What's the rollback plan? (Article 3: Reversibility)
## Done (this period)
- Specific deliverable → specific outcome
- Specific deliverable → specific outcome
## Blocked
- What's blocked → why → who can unblock
## Next (coming period)
- WHO → WHAT → WHEN
## Metrics
| Metric | Target | Actual | Trend |
## What It Does (1 paragraph, no jargon)
## How It Works (diagram or 3 bullet points)
## Why This Design (trade-offs considered)
## Dependencies (what it needs, what needs it)
## Risks (what could break)
This skill works in ANY repo, not just GuitarAlchemist:
.claude/skills/demerzel-articulate/ to your work repo/demerzel articulate before sending any status update, design doc, or proposal| Anti-Pattern | What It Looks Like | Fix |
|---|---|---|
| Hedge stacking | "We might potentially consider exploring..." | Pick a verb. One. |
| Jargon shield | Using technical terms to avoid commitment | Define or replace every term |
| Metrics avoidance | "Significant improvement" with no numbers | Name the number or say "I don't know yet" |
| Passive voice escape | "It was decided that..." | WHO decided? |
| Future tense everything | "We will...", "We plan to..." | What have you DONE? |
| Scope inflation | Listing 20 features instead of the 3 that matter | What's the ONE thing? |