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-deps for 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 (--actions for v2 gap automation)
• •/m-status - Show current state (--history for 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:

1. •Business - Revenue, compliance, stakeholders
2. •Technical - Performance, integration, data
3. •User Experience - Response times, errors, accessibility
4. •Security - Data protection, auth, audit
5. •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:

1. •Direct Conflicts - Contradictory constraints
2. •Resource Tensions - Competing for same resources
3. •Trade-off Pairs - Goals requiring balance
4. •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:

1. •Start with desired outcome
2. •Ask: "What must be TRUE?"
3. •Derive required conditions
4. •Identify gaps between current state and requirements
5. •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:

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/ using JSON+Markdown hybrid format:

.manifold/
├── <feature>.json           # Structure (IDs, types, phases)
├── <feature>.md             # Content (statements, rationale)
└── <feature>.verify.json    # Verification results

Legacy YAML format (.yaml files) is still supported for backwards compatibility.

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.json in 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:

1. •All constraints exist simultaneously — business, technical, UX, security, operational, and future failure modes are all present-tense constraints
2. •Surface conflicts early — find tensions before they become bugs
3. •Reason backward — from outcome to requirements, not spec to implementation
4. •Single source of truth — all artifacts derive from the constraint manifold