jpskill.com
💬 コミュニケーション コミュニティ

atomise

複雑な問題を最小単位に分解し、確信度を追跡しながら解決策を導き出す、高度な思考を支援するSkill。

📜 元の英語説明(参考)

Atom of Thoughts (AoT) reasoning - decompose complex problems into atomic units with confidence tracking and backtracking. For genuinely complex reasoning, not everyday questions. Triggers on: atomise, complex reasoning, decompose problem, structured thinking, verify hypothesis.

🇯🇵 日本人クリエイター向け解説

一言でいうと

複雑な問題を最小単位に分解し、確信度を追跡しながら解決策を導き出す、高度な思考を支援するSkill。

※ jpskill.com 編集部が日本のビジネス現場向けに補足した解説です。Skill本体の挙動とは独立した参考情報です。

⚠️ ダウンロード・利用は自己責任でお願いします。当サイトは内容・動作・安全性について責任を負いません。

🎯 このSkillでできること

下記の説明文を読むと、このSkillがあなたに何をしてくれるかが分かります。Claudeにこの分野の依頼をすると、自動で発動します。

📦 インストール方法 (3ステップ)

  1. 1. 上の「ダウンロード」ボタンを押して .skill ファイルを取得
  2. 2. ファイル名の拡張子を .skill から .zip に変えて展開(macは自動展開可)
  3. 3. 展開してできたフォルダを、ホームフォルダの .claude/skills/ に置く
    • · macOS / Linux: ~/.claude/skills/
    • · Windows: %USERPROFILE%\.claude\skills\

Claude Code を再起動すれば完了。「このSkillを使って…」と話しかけなくても、関連する依頼で自動的に呼び出されます。

詳しい使い方ガイドを見る →
最終更新
2026-05-17
取得日時
2026-05-17
同梱ファイル
1
📖 Claude が読む原文 SKILL.md(中身を展開)

この本文は AI(Claude)が読むための原文(英語または中国語)です。日本語訳は順次追加中。

Atomise - Atom of Thoughts Reasoning

Decompose complex problems into minimal, verifiable "atoms" of thought. Unlike chain-of-thought (linear, error-accumulating), AoT treats each step as independently verifiable and backtracks when confidence drops.

Use for: Security analysis, architectural decisions, complex debugging, multi-step proofs. Don't use for: Simple questions, trivial calculations, information lookup.

/atomise "<problem>" [--light | --deep] [--math | --code | --security | --design]

The Core Loop

1. DECOMPOSE -> Break into atomic subquestions (1-2 sentences each)
2. SOLVE     -> Answer leaf nodes first, propagate up
3. VERIFY    -> Test each hypothesis (counterexample, consistency, domain check)
4. CONTRACT  -> Summarize verified state in 2 sentences (drop history)
5. EVALUATE  -> Confident enough? Done. Too uncertain? Backtrack and try another path.

Repeat until confident or all paths exhausted.


Atoms

Each atom is a minimal unit:

{id, type, content, depends_on[], confidence, verified}
Type Purpose Starting Confidence
premise Given facts 1.0
reasoning Logical inference Inherited from parents
hypothesis Claim to test Max 0.7 until verified
verification Test result Based on test outcome
conclusion Final answer Propagated from chain

Confidence propagates: A child can't be more confident than its least-confident parent.


Confidence (Honest Caveat)

These numbers are heuristic, not calibrated probabilities. They're useful for tracking relative certainty, not for actual risk assessment.

Threshold Meaning
> 0.85 Confident enough to conclude
0.6 - 0.85 Needs more verification
< 0.6 Decompose further or backtrack
< 0.5 Backtrack - this path isn't working

Verification adjusts confidence:

  • Confirmed -> maintain or slight boost
  • Partial -> reduce ~15%
  • Refuted -> major reduction, likely backtrack

Modes

Depth:

  • --light - Fast: max 3 levels, 0.70 confidence threshold
  • (default) - Standard: max 5 levels, 0.85 threshold
  • --deep - Exhaustive: max 7 levels, 0.90 threshold

Domain (adjusts verification style):

  • --math - Arithmetic checks, proof validation, boundary tests
  • --code - Type checking, invariant verification, test generation
  • --security - Threat modeling, attack surface, adversarial thinking
  • --design - Tradeoff analysis, constraint satisfaction, feasibility

Output

ANSWER: {result}
CONFIDENCE: {0.0-1.0} - {why}

KEY CHAIN: P1 -> R1 -> H1 -> V1 -> C1

ATOMS:
| id | type | content | conf | verified |
|----|------|---------|------|----------|
| P1 | premise | Given: ... | 1.0 | Y |
| R1 | reasoning | Therefore: ... | 0.95 | Y |
| ... | ... | ... | ... | ... |

RISKS: {what could change this}

Add --verbose for full trace, --quiet for just the answer.


Execution Guide

Phase 0: Setup

  1. Restate the problem in one sentence
  2. Extract premises as atoms (given facts = 1.0, assumptions = 0.6)
  3. Sketch approaches: Direct solve? Decompose? Reframe? Pick best.

Phase 1+: Iterate

  1. Atomicity gate: Can you answer from verified atoms? Yes -> solve. No -> decompose.
  2. Decompose: Build dependency tree of atomic subquestions
  3. Solve + Verify: Leaves first, propagate up. Every hypothesis needs verification.
  4. Contract: Summarize in <=2 sentences. Drop everything else.
  5. Evaluate:
    • Confident? -> Terminate
    • Uncertain but viable? -> Continue
    • Low confidence? -> Backtrack, try alternative

Backtracking

When a path yields confidence < 0.5 after verification:

  1. Prune that branch
  2. Restore to last contracted state
  3. Try alternative from initial sketch

Examples

# Complex debugging
/atomise "Why does this function return null on the second call?" --code

# Security review
/atomise "Is this authentication flow vulnerable to session fixation?" --security

# Architecture decision
/atomise "Should we use event sourcing for this domain?" --deep --design

# Quick decision (light mode)
/atomise "Redis vs Memcached for this cache layer?" --light

Anti-Patterns

BAD:  /atomise "What's 2+2?"           -> Just answer it
BAD:  /atomise "Rewrite this function" -> That's implementation, not reasoning
BAD:  Forcing conclusion despite low confidence -> Let it backtrack
GOOD: /atomise for genuine uncertainty requiring structured decomposition

Remember

  1. Atomic = minimal. 1-2 sentences per atom.
  2. Verify everything. Hypotheses need tests.
  3. Contract aggressively. Keep only what's needed for next step.
  4. Backtrack freely. Low confidence means try another path.
  5. Confidence is heuristic. Useful for structure, not actual probabilities.