atomise
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.
Install
npx skills add https://github.com/0xDarkMatter/claude-mods/tree/main/skills/atomise
claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install 0xdarkmatter-claude-mods@llmmart
git clone https://github.com/0xDarkMatter/claude-mods.git
The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole 0xdarkmatter/claude-mods collection as a plugin from our marketplace. Git is the plain clone.
Skill manifest
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
- Restate the problem in one sentence
- Extract premises as atoms (given facts = 1.0, assumptions = 0.6)
- Sketch approaches: Direct solve? Decompose? Reframe? Pick best.
Phase 1+: Iterate
- Atomicity gate: Can you answer from verified atoms? Yes -> solve. No -> decompose.
- Decompose: Build dependency tree of atomic subquestions
- Solve + Verify: Leaves first, propagate up. Every hypothesis needs verification.
- Contract: Summarize in <=2 sentences. Drop everything else.
- Evaluate:
- Confident? -> Terminate
- Uncertain but viable? -> Continue
- Low confidence? -> Backtrack, try alternative
Backtracking
When a path yields confidence < 0.5 after verification:
- Prune that branch
- Restore to last contracted state
- 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
- Atomic = minimal. 1-2 sentences per atom.
- Verify everything. Hypotheses need tests.
- Contract aggressively. Keep only what's needed for next step.
- Backtrack freely. Low confidence means try another path.
- Confidence is heuristic. Useful for structure, not actual probabilities.
Files (claude-mods)
-
assets
-
.gitkeep 0 B · in bundle
-
-
references
-
.gitkeep 0 B · in bundle
-
-
scripts
-
.gitkeep 0 B · in bundle
-
-
SKILL.md 5.3 KB
--- name: atomise description: "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." license: MIT compatibility: "Pure reasoning framework, no external dependencies." allowed-tools: "Read" metadata: author: claude-mods --- # 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 ```bash # 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.
Comments (0)
Sign in to join the conversation.
Reviews (0)
No reviews yet.
No comments yet.