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meta-prompting

Structured decision modifiers (/think, /verify, /adversarial, /edge, /confidence, /assumptions, etc.) to stress-test conclusions, evidence, assumptions, alterna

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Price unconfirmed★ 41 GitHub starsRegistry updated · Oct 9, 2026agent-skill

Overview

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

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Meta-Prompting

Stress-test decisions via /commands or natural language. Commands combine left-to-right: /verify /adversarial. Auto-trigger when context warrants and note which pattern applied. Output a decision record with the conclusion, decisive evidence, alternatives, uncertainty, and the applicable marker (e.g., VERIFIED ANSWER:, REVISED ANSWER:, confidence tier).

Patterns

/think | /show -- Present a concise decision record: conclusion, decisive evidence, alternatives considered, rejection reasons, and material uncertainty. With /think doubt, state what evidence could overturn each material conclusion.

/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:

{"analysis": "string", "confidence_score": 85, "methodology": "string", "limitations": ["string"]}

Custom keys: /json {keys: summary, risks, recommendation}

/budget | /deep -- Extended decision record (~500 words) covering evidence, the strongest counterargument, alternatives, trade-offs, and uncertainty, followed by a 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.

/blindspot | /unknowns -- For unfamiliar territory (new codebase area, new domain, unfamiliar craft). Surface the user's unknown unknowns: what they'd need to know to prompt well but don't know to ask. Search the codebase/docs first, then report (1) the questions they should be asking, (2) prior art, conventions, and landmines in this area, (3) what "good" looks like here. Goal is to teach enough to prompt better, not to solve the task. Distinct from /adversarial (attacks a proposed answer) and /premortem (assumes the plan failed) -- this runs before an answer exists, aimed at the user's knowledge gaps, not the solution's. Auto-triggers on: "I know nothing about X", "blindspot pass", "unknown unknowns", entering an unfamiliar area.

/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
Present decision-relevant rationale and evidence. Do not narrate private step-by-step reasoning or dead ends.
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 appears before any pattern-output separator (---)
Decision records distinguish observed evidence, inference, assumptions, and uncertainty

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File metadata

name: meta-prompting
class: meta
description: >-
  Structured decision modifiers (/think, /verify, /adversarial, /edge,
  /confidence, /assumptions, etc.) to stress-test conclusions, evidence,
  assumptions, alternatives, and edge cases. Use when validating an important
  design, architecture decision, or ambiguous plan before committing.

View original text

---
name: meta-prompting
class: meta
description: >-
  Structured decision modifiers (/think, /verify, /adversarial, /edge,
  /confidence, /assumptions, etc.) to stress-test conclusions, evidence,
  assumptions, alternatives, and edge cases. Use when validating an important
  design, architecture decision, or ambiguous plan before committing.
---

# Meta-Prompting

Stress-test decisions via `/commands` or natural language. Commands combine
left-to-right: `/verify /adversarial`. Auto-trigger when context warrants and
note which pattern applied. Output a decision record with the conclusion,
decisive evidence, alternatives, uncertainty, and the applicable marker (e.g.,
`VERIFIED ANSWER:`, `REVISED ANSWER:`, confidence tier).

## Patterns

**`/think`** | `/show` -- Present a concise decision record: conclusion,
decisive evidence, alternatives considered, rejection reasons, and material
uncertainty. With `/think doubt`, state what evidence could overturn each
material conclusion.

**`/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 decision record (~500 words) covering
evidence, the strongest counterargument, alternatives, trade-offs, and
uncertainty, followed by a 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.

**`/blindspot`** | `/unknowns` -- For unfamiliar territory (new codebase area, new domain, unfamiliar craft). Surface the *user's* unknown unknowns: what they'd need to know to prompt well but don't know to ask. Search the codebase/docs first, then report (1) the questions they should be asking, (2) prior art, conventions, and landmines in this area, (3) what "good" looks like here. Goal is to *teach enough to prompt better*, not to solve the task. Distinct from `/adversarial` (attacks a proposed answer) and `/premortem` (assumes the plan failed) -- this runs *before* an answer exists, aimed at the user's knowledge gaps, not the solution's.
*Auto-triggers on: "I know nothing about X", "blindspot pass", "unknown unknowns", entering an unfamiliar area.*

**`/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
- Present decision-relevant rationale and evidence. Do not narrate private
  step-by-step reasoning or dead ends.
- 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 appears before any pattern-output separator (`---`)
- Decision records distinguish observed evidence, inference, assumptions, and
  uncertainty

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Skill instructions are recorded. This is not a runtime test, safety guarantee or compatibility certification.

Review before install: Avoid automatic install

License: MIT

Permission surface may require sandboxing
Low GitHub adoption signal
AI review approval is missing
Quality score needs review
Permission surface needs review: secrets or environment access, shell or command execution
GitHub adoption: 41 GitHub stars
Stars/forks activity: 41 stars, 8 forks; issue activity unavailable in current metadata
Permission surface: secrets or environment access, shell or command execution
Review status: AI review approval is missing

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Source & usage notes

IndexedStatic Checked

Repository metadata and review signals are advisory. Popularity, source discovery and successful execution are different facts.

Source repository: iliaal/ai-skills
License: MIT
Version: Unknown
Last GitHub push: Sep 8, 2026
Registry updated: Oct 9, 2026
Instruction path: skills/meta-prompting/SKILL.md @ 6c9fed19adfe

Version reported in registry metadata; check source releases before relying on it.

Quality

55/100

Promising

Trust

62/100

Sandbox only

Audit

71/100

Needs review

Open full audit View eval report

Permission surface may require sandboxing
Low GitHub adoption signal
AI review approval is missing
Quality score needs review
Permission surface needs review: secrets or environment access, shell or command execution
GitHub adoption: 41 GitHub stars
Stars/forks activity: 41 stars, 8 forks; issue activity unavailable in current metadata
Permission surface: secrets or environment access, shell or command execution
Review status: AI review approval is missing

Verified installs: —
Outcomes: —

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More details

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      "human_review_required": false,
      "workspace": "sandbox",
      "time_to_useful_ms": 120000,
      "notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
    }
  },
  "endpoints": {
    "web": "https://www.openagentskill.com/skills/iliaal-meta-prompting",
    "api": "https://www.openagentskill.com/api/agent/skills/iliaal-meta-prompting",
    "audit": "https://www.openagentskill.com/skills/iliaal-meta-prompting/audit",
    "eval": "https://www.openagentskill.com/api/agent/evals?slug=iliaal-meta-prompting&task=Use%20meta-prompting%20in%20an%20agent%20workflow&max_risk=medium",
    "resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20meta-prompting%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
    "receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20meta-prompting%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
    "install": "https://www.openagentskill.com/api/skills/iliaal-meta-prompting/install",
    "manifest": "https://www.openagentskill.com/api/registry/manifest/iliaal-meta-prompting"
  }
}

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Creator: iliaal
Source: iliaal/ai-skills
Indexed by: OpenAgentSkill community index

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[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/iliaal-meta-prompting?metric=listed&label=Listed)](https://www.openagentskill.com/skills/iliaal-meta-prompting?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/iliaal-meta-prompting?metric=trust&label=Trust)](https://www.openagentskill.com/skills/iliaal-meta-prompting?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/iliaal-meta-prompting?metric=audit&label=Audit)](https://www.openagentskill.com/skills/iliaal-meta-prompting/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/iliaal-meta-prompting?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/iliaal-meta-prompting?ref=github&utm_source=github&utm_medium=referral&utm_campaign=creator_badge)

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Meta-Prompting

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