
manifold
by dhanesh
SKILL.md
name: manifold description: Constraint-first development framework overview. USE WHEN learning about Manifold or checking available commands. Individual commands are separate skills - use /m0-init, /m1-constrain, etc. directly.
Manifold
Constraint-first development framework that makes ALL constraints visible BEFORE implementation.
Quick Start
Each command is a separate skill. Use them directly:
/m0-init my-feature # Initialize manifold
/m1-constrain my-feature # Discover constraints
/m2-tension my-feature # Surface conflicts
/m3-anchor my-feature # Backward reasoning
/m4-generate my-feature # Create all artifacts
/m5-verify my-feature # Validate constraints
/m-status # Show current state
Available Skills:
/m0-init- Initialize a constraint manifold/m1-constrain- Interview-driven constraint discovery/m2-tension- Surface and resolve conflicts (--auto-depsfor v2 dependency detection)/m3-anchor- Backward reasoning from outcome/m4-generate- Generate all artifacts/m6-integrate- Wire artifacts together (v2)/m5-verify- Verify constraints coverage (--actionsfor v2 gap automation)/m-status- Show current state (--historyfor v2 iteration tracking)
Commands
/m0-init
Initialize a constraint manifold for a feature.
Usage: /m0-init <feature-name> [--outcome="<desired outcome>"]
What it does:
- Creates
.manifold/<feature-name>.yaml - Initializes empty constraint categories (business, technical, UX, security, operational)
Example:
/m0-init payment-retry --outcome="95% retry success for transient failures"
/m1-constrain
Interview-driven constraint discovery across 5 categories.
Usage: /m1-constrain <feature-name> [--category=<category>]
Constraint Categories:
- Business - Revenue, compliance, stakeholders
- Technical - Performance, integration, data
- User Experience - Response times, errors, accessibility
- Security - Data protection, auth, audit
- Operational - Monitoring, SLAs, incidents
Constraint Types:
- INVARIANT - Must NEVER be violated
- GOAL - Should be optimized
- BOUNDARY - Hard limits
Example:
/m1-constrain payment-retry
Discovered:
- B1: No duplicate payments (INVARIANT)
- B2: 95% success rate (GOAL)
- B3: Retry window ≤ 72 hours (BOUNDARY)
/m2-tension
Surface and resolve constraint conflicts.
Usage: /m2-tension <feature-name> [--resolve]
Tension Types:
- Direct Conflicts - Contradictory constraints
- Resource Tensions - Competing for same resources
- Trade-off Pairs - Goals requiring balance
- Hidden Dependencies - Implicit relationships
Why this matters: Requirements are rarely consistent. Real constraints often conflict:
- "Fast response times" vs "Comprehensive validation"
- "User-friendly errors" vs "Security through obscurity"
- "High availability" vs "Strong consistency"
Example:
/m2-tension payment-retry
TENSION DETECTED:
- T1: "API response < 200ms"
- B1: "No duplicates" (idempotency check adds ~50ms)
- Resolution: Cache recent transaction IDs
/m3-anchor
Backward reasoning from desired outcome.
Usage: /m3-anchor <feature-name> [--outcome="<statement>"]
Process:
- Start with desired outcome
- Ask: "What must be TRUE?"
- Derive required conditions
- Identify gaps between current state and requirements
- Generate solution space
Why backward reasoning? Forward planning misses implicit requirements. Backward reasoning surfaces them:
Forward: "Build a retry system" → might miss edge cases
Backward: "95% retry success" → REQUIRES:
- Accurate failure classification
- Sufficient retry budget
- Stable downstream services
- Idempotent operations
Example:
/m3-anchor payment-retry --outcome="95% retry success"
For 95% success, what MUST be true?
- RT-1: Can distinguish transient from permanent failures
- RT-2: Retries are idempotent
- RT-3: Sufficient retry budget
SOLUTION SPACE:
A. Client-side exponential backoff
B. Server-side queue with workflow engine
C. Hybrid approach
/m4-generate
Generate ALL artifacts simultaneously from the constraint manifold.
Usage: /m4-generate <feature-name> [--option=<A|B|C>] [--artifacts=<list>]
Artifacts Generated:
- Code - Implementation with constraint traceability
- Tests - Derived from constraints, not code
- Docs - Design decisions with constraint rationale
- Runbooks - Operational procedures for failure modes
- Dashboards - Monitoring for goals and invariants
- Alerts - Notifications for constraint violations
Why all at once? Traditional: Code → Tests → Docs → Ops (often forgotten). Manifold: All artifacts derive from the SAME source.
Example:
/m4-generate payment-retry --option=B
Generated:
- src/retry/payment-retry.ts
- src/retry/payment-retry.test.ts
- docs/payment-retry.md
- ops/runbooks/payment-retry-failure.md
- ops/dashboards/payment-retry.json
- ops/alerts/payment-retry.yaml
/m5-verify
Verify ALL artifacts against ALL constraints.
Usage: /m5-verify <feature-name> [--strict]
Verification Matrix:
| Constraint | Code | Test | Docs | Ops | Status |
|---|---|---|---|---|---|
| B1: No duplicates | ✓ | ✓ | ✓ | ✓ | SATISFIED |
| T1: <200ms | ✓ | ◐ | ✓ | ✓ | PARTIAL |
Example:
/m5-verify payment-retry
Constraint Coverage:
- INVARIANTS: 3/3 (100%)
- GOALS: 4/5 (80%)
- BOUNDARIES: 2/4 (50%)
Gaps: Add test for ErrorClassifier.classify()
/m6-integrate (v2)
Wire generated artifacts together.
Usage: /m6-integrate <feature-name> [--check-only] [--auto-wire]
Flags:
--check-only- Show integration checklist without making changes--auto-wire- Attempt automatic integration where safe
Why this exists: /m4-generate creates artifacts in isolation. Integration (wiring modules together, adding feature flags, updating imports) was manual and error-prone. This command identifies integration points and produces actionable checklists.
Example:
/m6-integrate graph-d-validation
INTEGRATION CHECKLIST:
[1] Wire WAL into Storage
├── Source: src/storage/wal.rs
├── Target: src/storage/mod.rs
├── Action: Add `pub mod wal;`
└── Satisfies: RT-1, T3
[2] Add WAL feature flag
├── Target: Cargo.toml
├── Action: Add `wal = []` to [features]
└── Satisfies: T3
/m-status
Show current Manifold state and next recommended action.
Usage: /m-status [<feature-name>] [--history] [--diff]
Flags (v2):
--history- Show full iteration history--diff- Show changes since last iteration
Example:
/m-status
MANIFOLD STATUS
Feature: payment-retry
Phase: ANCHORED (3/5)
Constraint Summary:
- Constraints: 12 discovered
- Invariants: 3
- Goals: 5
- Boundaries: 4
- Tensions: 2 identified, 1 resolved
- Solution Space: 3 options
Workflow Progress:
[✓] /m0-init
[✓] /m1-constrain
[✓] /m2-tension
[✓] /m3-anchor
[ ] /m4-generate
[ ] /m5-verify
Next: /m4-generate payment-retry --option=B
Storage
All data stored in .manifold/:
.manifold/
├── <feature>.yaml # Constraint manifold
├── <feature>.anchor.yaml # Outcome anchoring
└── <feature>.verify.yaml # Verification results
Task Tracking
Manifold ensures tasks are completed through constraint traceability:
Generation Tracking (/m4-generate)
Every generated artifact is recorded with the constraints it satisfies:
generation:
artifacts:
- path: src/retry/PaymentRetryClient.ts
satisfies: [RT-1, RT-3]
status: generated
coverage:
constraints_addressed: 12
constraints_total: 12
Verification Matrix (/m5-verify)
Each constraint is checked across all artifacts:
verification:
matrix:
- constraint: B1
code: true
test: true
docs: true
status: SATISFIED
gaps:
- id: G1
constraint: T2
action: "Add load test"
This enables:
- Programmatic CI/CD checks - Validate
.verify.yamlin pipelines - Gap tracking - Each gap has an actionable item
- Progress monitoring - Coverage improves as gaps are addressed
Context Preservation (Hook Setup)
To preserve manifold state across context compaction, add to ~/.claude/settings.json:
{
"hooks": {
"PreCompact": [{
"matcher": "",
"hooks": [{
"type": "command",
"command": "bun run ~/.claude/hooks/manifold-context.ts"
}]
}]
}
}
This injects .manifold/ state before compaction, so Claude remembers:
- Current phase for each feature
- Constraint counts and coverage
- Next recommended action
Philosophy
Manifold treats development as constraint satisfaction, not feature building:
- All constraints exist simultaneously — business, technical, UX, security, operational, and future failure modes are all present-tense constraints
- Surface conflicts early — find tensions before they become bugs
- Reason backward — from outcome to requirements, not spec to implementation
- Single source of truth — all artifacts derive from the constraint manifold
Score
Total Score
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Reviews
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