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Meta Prompting

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Structured reasoning modifiers (/think, /verify, /adversarial, /edge, /confidence, /assumptions, etc.) to stress-test decisions, surface assumptions, or enumerate edge cases. Use when validating an important design, architecture decision, or ambiguous plan before committing.

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  • Added September 10, 2026
code-qualitydevopssecurity

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Scanned September 10, 2026

npx -y skills add luokai0/ai-agent-skills-by-luo-kai --skill meta-prompting --agent claude-code

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SKILL.md
---
name: meta-prompting
class: meta
description: >-
  Structured reasoning modifiers (/think, /verify, /adversarial, /edge,
  /confidence, /assumptions, etc.) to stress-test decisions, surface
  assumptions, or enumerate edge cases. Use when validating an important
  design, architecture decision, or ambiguous plan before committing.
---

# Meta-Prompting

Enhanced reasoning via `/commands` or natural language. Commands combine left-to-right: `/verify /adversarial`. Auto-trigger when context warrants -- note which pattern applied. Output: apply the pattern inline, then mark the result (e.g., `VERIFIED ANSWER:`, `REVISED ANSWER:`, confidence tier).

## Patterns

**`/think`** | `/show` -- Show reasoning step-by-step: decision points, alternatives considered, why each accepted/rejected. With `/think doubt`: after each step, flag what could be wrong and why before proceeding.

**`/adversarial`** | `/argue` -- After answering, steelman the opposing case. 3 strongest counterarguments ranked by severity. Identify blind spots and unstated assumptions.

**`/constrain`** | `/strict` -- Tight constraints: 3 sentences max, cite sources, no hedging. Override inline: `/constrain 5 sentences`.

**`/json`** | `/format` -- Respond in valid JSON code block, no surrounding prose unless asked. Default schema:
```json
{"analysis": "string", "confidence_score": 85, "methodology": "string", "limitations": ["string"]}
```
Custom keys: `/json {keys: summary, risks, recommendation}`

**`/budget`** | `/deep` -- Extended thinking space (~500 words) showing dead ends and reasoning pivots, then clearly separated final answer.

**`/compare`** | `/vs` -- Compare options as table. Default dimensions: speed, accuracy, cost, complexity, maintenance. Custom: `/compare [dim1, dim2]`.

**`/confidence`** | `/conf` -- Rate each claim 0-100. Flag below 70 as SPECULATIVE. Group by tier: HIGH (85+), MEDIUM (70-84), LOW (<70). Include assumptions made and rate each 1-10 on confidence.

**`/edge`** | `/break` -- 5+ inputs/scenarios that break the approach. Code: null/empty, concurrency, overflow, encoding, auth bypass. Strategies: market conditions, timing, dependencies.
*Auto-triggers on: security, validation, parsing contexts.*

**`/verify-think`** | `/check` -- Three phases: (1) **Answer** direct response, (2) **Challenge** 3 ways it could be wrong, (3) **Verify** investigate each, update if needed. Mark final as `VERIFIED ANSWER:` or `REVISED ANSWER:`. Distinct from the `/ia-verify` slash command, which runs the full pre-PR verification pipeline.
*Auto-triggers on: architecture decisions, critical choices, "Am I right?"*

**`/flip`** | `/alt` -- Identify the approach you'd take by default and state it. Then propose an alternative that uses a different mechanism (different data structure, different layer, different abstraction). State the conditions under which the alternative beats the default. Override: `/flip 3` for top 3 alternatives.
*Auto-triggers on: architecture decisions where the "easy" answer may break at scale.*

**`/assumptions`** | `/presume` -- Before answering, list every implicit assumption in the question/task. Then answer with assumptions explicit. The assumption list is often more valuable than the answer.
*Auto-triggers on: architecture reviews, ambiguous requirements.*

**`/premortem`** | `/postmortem` -- Assume the decision/project has already failed. Work backwards: what caused the failure? List 3-5 failure modes by likelihood. Focus on systemic risks, not edge cases.

**`/tensions`** | `/perspectives` -- Answer from two named opposing perspectives (e.g., security engineer vs. shipping PM). Focus output on where they *disagree* -- that's where the real insight lives. Override roles: `/tensions [devops, security]`.

## Combos

**`/analyze`** = `/think` + `/edge` + `/verify-think` -- Code reviews, architecture, security-sensitive work. Synthesize findings into a unified recommendation -- don't just concatenate pattern outputs.
*Auto-triggers on: code review requests.*

**`/trade`** = `/confidence` + `/adversarial` + `/edge` -- Trade ideas, position analysis, market thesis.
*Auto-triggers on: trade/position discussions.*

## Conventions

- Separate combined pattern outputs with `---`
- Keep core answer prominent -- patterns enhance, not bury the response
- Accept new pattern definitions mid-conversation ("Add `/eli5` for explain like I'm 5") -- apply for the session

## Verify

- Pattern marker present in output (e.g., `VERIFIED ANSWER:` for /verify)
- Core answer remains prominent -- meta-reasoning enhances, doesn't bury it

Files in this skill

  • SKILL.md4.5 KB
  • SPEC.md4.5 KB

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