proffesor-for-testing__agentic-qe/docs/plans/ADR-052-implementation-plan.md

# ADR-052 GOAP Implementation Plan: Coherence-Gated Quality Engineering

**Goal-Oriented Action Planning for Prime Radiant Integration**

| Attribute | Value |
|-----------|-------|
| ADR | ADR-052: Coherence-Gated Quality Engineering |
| Created | 2026-01-23 |
| Timeline | 8 weeks (4 phases, 2 weeks each) |
| Target Package | `prime-radiant-advanced-wasm` v0.1.3 |
| Performance Target | <5ms for 100 nodes |

---

## 1. World State Variables

The GOAP planner tracks the following boolean and numeric state variables to determine action applicability and goal satisfaction.

### Foundation State
| Variable | Type | Initial | Description |
|----------|------|---------|-------------|
| `package_installed` | boolean | false | prime-radiant-advanced-wasm is in dependencies |
| `wasm_loadable` | boolean | false | WASM module loads successfully in Node.js 18+ |
| `adapter_exists` | boolean | false | CoherenceService adapter wraps all 6 engines |
| `adapter_tested` | boolean | false | Unit tests cover all engine wrappers |
| `benchmark_passed` | boolean | false | <5ms for 100 nodes verified |

### Strange Loop Integration State
| Variable | Type | Initial | Description |
|----------|------|---------|-------------|
| `strange_loop_coherence_aware` | boolean | false | StrangeLoopOrchestrator calls CoherenceService |
| `violation_event_exists` | boolean | false | `coherence_violation` event is emitted |
| `belief_reconciliation_exists` | boolean | false | Contradiction resolution protocol implemented |
| `strange_loop_metrics_updated` | boolean | false | Coherence stats added to StrangeLoopStats |

### Learning Module State
| Variable | Type | Initial | Description |
|----------|------|---------|-------------|
| `reasoning_bank_coherence_filter` | boolean | false | Pattern retrieval filters by coherence |
| `memory_auditor_exists` | boolean | false | Memory coherence audit implemented |
| `causal_engine_integrated` | boolean | false | CausalEngine enhances causal discovery |
| `promotion_coherence_gate` | boolean | false | Pattern promotion requires coherence check |

### Production State
| Variable | Type | Initial | Description |
|----------|------|---------|-------------|
| `mcp_tools_registered` | boolean | false | 4 coherence MCP tools available |
| `threshold_auto_tuning` | boolean | false | Energy thresholds auto-calibrate |
| `wasm_fallback_exists` | boolean | false | Graceful degradation on WASM failure |
| `ci_badge_implemented` | boolean | false | "Coherence Verified" badge in CI/CD |

### Quality Gates
| Variable | Type | Initial | Target |
|----------|------|---------|--------|
| `unit_test_coverage` | number | 0 | >= 80% |
| `integration_test_count` | number | 0 | >= 10 |
| `false_negative_rate` | number | 1.0 | 0% |
| `false_positive_rate` | number | 1.0 | < 5% |
| `p99_latency_100_nodes_ms` | number | Infinity | < 5 |

---

## 2. Goals (Prioritized)

Goals are ordered by priority. Higher priority goals must be achieved before lower ones can be addressed.

### G1: Foundation Complete (Priority: CRITICAL)
```yaml
goal_id: G1_FOUNDATION
name: Foundation Complete
preconditions: []
success_criteria:
  - package_installed == true
  - wasm_loadable == true
  - adapter_exists == true
  - adapter_tested == true
  - benchmark_passed == true
deadline: Week 2
agents:
  - qe-coder
  - qe-test-architect
  - qe-performance-tester
```

### G2: Strange Loop Coherence (Priority: HIGH)
```yaml
goal_id: G2_STRANGE_LOOP
name: Strange Loop Coherence Integration
preconditions:
  - G1_FOUNDATION == complete
success_criteria:
  - strange_loop_coherence_aware == true
  - violation_event_exists == true
  - belief_reconciliation_exists == true
  - strange_loop_metrics_updated == true
deadline: Week 4
agents:
  - qe-coder
  - qe-architect
  - qe-test-architect
```

### G3: Learning Module Enhancement (Priority: HIGH)
```yaml
goal_id: G3_LEARNING
name: Learning Module Coherence Enhancement
preconditions:
  - G1_FOUNDATION == complete
success_criteria:
  - reasoning_bank_coherence_filter == true
  - memory_auditor_exists == true
  - causal_engine_integrated == true
  - promotion_coherence_gate == true
deadline: Week 6
agents:
  - qe-coder
  - qe-test-architect
  - qe-learning-coordinator
```

### G4: Production Ready (Priority: MEDIUM)
```yaml
goal_id: G4_PRODUCTION
name: Production Ready
preconditions:
  - G2_STRANGE_LOOP == complete
  - G3_LEARNING == complete
success_criteria:
  - mcp_tools_registered == true
  - threshold_auto_tuning == true
  - wasm_fallback_exists == true
  - ci_badge_implemented == true
  - unit_test_coverage >= 80
  - false_negative_rate == 0
  - false_positive_rate < 0.05
deadline: Week 8
agents:
  - qe-coder
  - qe-security-scanner
  - qe-reviewer
  - qe-devops
```

---

## 3. Actions

Each action specifies preconditions (world state requirements), effects (state changes), cost, and assigned agents.

### Phase 1: Foundation (Week 1-2)

#### A1.1: Install Prime Radiant Package
```yaml
action_id: A1.1
name: Install Prime Radiant Package
preconditions: []
effects:
  - package_installed: true
cost: 1
execution_mode: code
assigned_agents:
  - qe-coder
claude_flow_commands:
  - |
    npx @claude-flow/cli@latest hooks pre-task \
      --description "Install prime-radiant-advanced-wasm package"
  - |
    cd /workspaces/agentic-qe/v3 && npm install prime-radiant-advanced-wasm@0.1.3
  - |
    npx @claude-flow/cli@latest hooks post-task \
      --task-id "A1.1" --success true
verification:
  - grep "prime-radiant-advanced-wasm" /workspaces/agentic-qe/v3/package.json
```

#### A1.2: Create WASM Loader
```yaml
action_id: A1.2
name: Create WASM Loader with Error Handling
preconditions:
  - package_installed == true
effects:
  - wasm_loadable: true
cost: 3
execution_mode: hybrid
assigned_agents:
  - qe-coder
  - qe-architect
output_files:
  - /workspaces/agentic-qe/v3/src/integrations/coherence/wasm-loader.ts
  - /workspaces/agentic-qe/v3/src/integrations/coherence/types.ts
claude_flow_commands:
  - |
    npx @claude-flow/cli@latest memory search \
      --query "WASM loader pattern Node.js" --namespace patterns
  - |
    npx @claude-flow/cli@latest hooks route \
      --task "Create WASM loader for prime-radiant-advanced-wasm"
mcp_tools:
  - |
    mcp__agentic-qe__agent_spawn({
      domain: "code-intelligence",
      agentId: "wasm-loader-coder"
    })
```

#### A1.3: Implement CoherenceService Adapter
```yaml
action_id: A1.3
name: Implement CoherenceService Adapter
preconditions:
  - wasm_loadable == true
effects:
  - adapter_exists: true
cost: 8
execution_mode: hybrid
assigned_agents:
  - qe-coder
  - qe-architect
output_files:
  - /workspaces/agentic-qe/v3/src/integrations/coherence/coherence-service.ts
  - /workspaces/agentic-qe/v3/src/integrations/coherence/engines/cohomology-adapter.ts
  - /workspaces/agentic-qe/v3/src/integrations/coherence/engines/spectral-adapter.ts
  - /workspaces/agentic-qe/v3/src/integrations/coherence/engines/causal-adapter.ts
  - /workspaces/agentic-qe/v3/src/integrations/coherence/engines/category-adapter.ts
  - /workspaces/agentic-qe/v3/src/integrations/coherence/engines/homotopy-adapter.ts
  - /workspaces/agentic-qe/v3/src/integrations/coherence/engines/witness-adapter.ts
  - /workspaces/agentic-qe/v3/src/integrations/coherence/index.ts
claude_flow_commands:
  - |
    npx @claude-flow/cli@latest swarm init \
      --topology hierarchical --max-agents 8 --strategy specialized
  - |
    npx @claude-flow/cli@latest memory store \
      --key "coherence-service-interface" \
      --value "{ 'engines': ['cohomology', 'spectral', 'causal', 'category', 'homotopy', 'witness'], 'methods': ['checkCoherence', 'detectContradictions', 'predictCollapse', 'verifyCausality', 'verifyTypes', 'createWitness'] }" \
      --namespace patterns
interface_spec: |
  interface CoherenceService {
    checkCoherence(nodes: CoherenceNode[]): Promise<CoherenceResult>;
    detectContradictions(beliefs: Belief[]): Promise<Contradiction[]>;
    predictCollapse(swarmState: SwarmState): Promise<CollapseRisk>;
    verifyCausality(cause: string, effect: string): Promise<CausalVerification>;
    verifyTypes(pipeline: TypedPipeline): Promise<TypeVerification>;
    createWitness(decision: Decision): Promise<WitnessRecord>;
    replayFromWitness(witnessId: string): Promise<ReplayResult>;
  }
```

#### A1.4: Unit Tests for All Engines
```yaml
action_id: A1.4
name: Unit Tests for All 6 Engines
preconditions:
  - adapter_exists == true
effects:
  - adapter_tested: true
cost: 5
execution_mode: code
assigned_agents:
  - qe-test-architect
  - qe-tdd-specialist
output_files:
  - /workspaces/agentic-qe/v3/tests/integrations/coherence/coherence-service.test.ts
  - /workspaces/agentic-qe/v3/tests/integrations/coherence/cohomology-adapter.test.ts
  - /workspaces/agentic-qe/v3/tests/integrations/coherence/spectral-adapter.test.ts
  - /workspaces/agentic-qe/v3/tests/integrations/coherence/causal-adapter.test.ts
  - /workspaces/agentic-qe/v3/tests/integrations/coherence/category-adapter.test.ts
  - /workspaces/agentic-qe/v3/tests/integrations/coherence/homotopy-adapter.test.ts
  - /workspaces/agentic-qe/v3/tests/integrations/coherence/witness-adapter.test.ts
claude_flow_commands:
  - |
    npx @claude-flow/cli@latest hooks pre-task \
      --description "Generate unit tests for CoherenceService adapters"
mcp_tools:
  - |
    mcp__agentic-qe__test_generate_enhanced({
      sourceCode: "src/integrations/coherence/",
      testType: "unit",
      framework: "vitest"
    })
test_cases:
  - "should load WASM module successfully"
  - "should compute sheaf laplacian energy"
  - "should detect contradictions with E > threshold"
  - "should predict collapse risk from spectral gap"
  - "should verify causal relationships"
  - "should validate type morphisms"
  - "should create Blake3 witness hashes"
  - "should replay from witness correctly"
```

#### A1.5: Performance Benchmark
```yaml
action_id: A1.5
name: Performance Benchmark (100 nodes < 5ms)
preconditions:
  - adapter_tested == true
effects:
  - benchmark_passed: true
  - p99_latency_100_nodes_ms: measured_value
cost: 3
execution_mode: code
assigned_agents:
  - qe-performance-tester
output_files:
  - /workspaces/agentic-qe/v3/tests/benchmarks/coherence-performance.bench.ts
claude_flow_commands:
  - |
    npx @claude-flow/cli@latest hooks worker dispatch \
      --trigger benchmark --context "coherence-performance"
verification_command: |
  cd /workspaces/agentic-qe/v3 && npm run test:perf -- coherence-performance
success_criteria:
  - p99_latency_10_nodes < 1ms
  - p99_latency_100_nodes < 5ms
  - p99_latency_1000_nodes < 50ms
  - memory_overhead < 10MB
```

---

### Phase 2: Strange Loop Integration (Week 3-4)

#### A2.1: Add Coherence to StrangeLoopOrchestrator
```yaml
action_id: A2.1
name: Integrate Coherence into Strange Loop Cycle
preconditions:
  - benchmark_passed == true
effects:
  - strange_loop_coherence_aware: true
cost: 5
execution_mode: hybrid
assigned_agents:
  - qe-coder
  - qe-architect
modified_files:
  - /workspaces/agentic-qe/v3/src/strange-loop/strange-loop.ts
  - /workspaces/agentic-qe/v3/src/strange-loop/types.ts
claude_flow_commands:
  - |
    npx @claude-flow/cli@latest memory search \
      --query "strange loop self-awareness ADR-031" --namespace patterns
integration_point: |
  // In StrangeLoopOrchestrator.runCycle()
  async runCycle(): Promise<CycleResult> {
    const observation = await this.observer.observe();

    // NEW: Coherence verification of swarm beliefs
    const coherenceCheck = await this.coherenceService.checkSwarmCoherence(
      observation.agentHealth
    );

    if (!coherenceCheck.isCoherent) {
      this.emit('coherence_violation', {
        energy: coherenceCheck.energy,
        contradictions: coherenceCheck.contradictions,
      });
      await this.reconcileBeliefs(coherenceCheck.contradictions);
    }
    // Continue with existing healing logic...
  }
```

#### A2.2: Implement Coherence Violation Event
```yaml
action_id: A2.2
name: Add coherence_violation Event
preconditions:
  - strange_loop_coherence_aware == true
effects:
  - violation_event_exists: true
cost: 2
execution_mode: code
assigned_agents:
  - qe-coder
modified_files:
  - /workspaces/agentic-qe/v3/src/strange-loop/types.ts
new_events:
  - name: coherence_violation
    payload: "{ energy: number; contradictions: Contradiction[] }"
  - name: consensus_invalid
    payload: "{ fiedlerValue: number; agents: string[] }"
  - name: collapse_predicted
    payload: "{ risk: number; weakVertices: string[] }"
  - name: belief_reconciled
    payload: "{ resolution: string; witness: string }"
```

#### A2.3: Implement Belief Reconciliation Protocol
```yaml
action_id: A2.3
name: Implement Belief Reconciliation Protocol
preconditions:
  - violation_event_exists == true
effects:
  - belief_reconciliation_exists: true
cost: 8
execution_mode: hybrid
assigned_agents:
  - qe-coder
  - qe-architect
output_files:
  - /workspaces/agentic-qe/v3/src/strange-loop/belief-reconciler.ts
claude_flow_commands:
  - |
    npx @claude-flow/cli@latest hooks route \
      --task "Design belief reconciliation protocol for contradictory agent states"
protocol_spec: |
  class BeliefReconciler {
    async reconcile(contradictions: Contradiction[]): Promise<ReconciliationResult> {
      // 1. Identify conflicting beliefs
      // 2. Query witness chain for provenance
      // 3. Apply resolution strategy:
      //    - LATEST: Prefer most recent observation
      //    - AUTHORITY: Prefer higher-confidence agent
      //    - CONSENSUS: Query all agents for votes
      //    - ESCALATE: Defer to Queen coordinator
      // 4. Create reconciliation witness
      // 5. Broadcast updated belief state
    }
  }
```

#### A2.4: Add Coherence Metrics to Stats
```yaml
action_id: A2.4
name: Add Coherence Metrics to StrangeLoopStats
preconditions:
  - belief_reconciliation_exists == true
effects:
  - strange_loop_metrics_updated: true
cost: 2
execution_mode: code
assigned_agents:
  - qe-coder
modified_files:
  - /workspaces/agentic-qe/v3/src/strange-loop/types.ts
new_metrics:
  - coherenceViolationCount: number
  - avgCoherenceEnergy: number
  - reconciliationSuccessRate: number
  - lastCoherenceCheck: number
  - collapseRiskHistory: number[]
```

#### A2.5: Strange Loop Integration Tests
```yaml
action_id: A2.5
name: Integration Tests for Strange Loop Coherence
preconditions:
  - strange_loop_metrics_updated == true
effects:
  - integration_test_count: "+3"
cost: 4
execution_mode: code
assigned_agents:
  - qe-test-architect
output_files:
  - /workspaces/agentic-qe/v3/tests/strange-loop/coherence-integration.test.ts
mcp_tools:
  - |
    mcp__agentic-qe__test_generate_enhanced({
      sourceCode: "src/strange-loop/",
      testType: "integration",
      framework: "vitest"
    })
test_scenarios:
  - "should detect coherence violation during observation"
  - "should emit coherence_violation event"
  - "should reconcile contradictory beliefs"
  - "should update stats with coherence metrics"
  - "should escalate to Queen on high energy"
```

---

### Phase 3: Learning Module Enhancement (Week 5-6)

#### A3.1: Add Coherence Filter to Pattern Retrieval
```yaml
action_id: A3.1
name: Coherence Filter for QEReasoningBank
preconditions:
  - benchmark_passed == true
effects:
  - reasoning_bank_coherence_filter: true
cost: 5
execution_mode: hybrid
assigned_agents:
  - qe-coder
  - qe-learning-coordinator
modified_files:
  - /workspaces/agentic-qe/v3/src/learning/qe-reasoning-bank.ts
  - /workspaces/agentic-qe/v3/src/learning/real-qe-reasoning-bank.ts
claude_flow_commands:
  - |
    npx @claude-flow/cli@latest memory search \
      --query "pattern retrieval coherence filter" --namespace patterns
implementation_spec: |
  async routeTask(request: QERoutingRequest): Promise<QERoutingResult> {
    const candidates = await this.searchPatterns(request.task);

    // NEW: Verify pattern coherence before returning
    const coherentPatterns = await this.coherenceService.filterCoherent(
      candidates,
      request.context
    );

    if (coherentPatterns.length === 0 && candidates.length > 0) {
      await this.escalateContradiction(candidates);
    }

    return this.selectBestPattern(coherentPatterns);
  }
```

#### A3.2: Implement Memory Coherence Auditor
```yaml
action_id: A3.2
name: Implement Memory Coherence Auditor
preconditions:
  - reasoning_bank_coherence_filter == true
effects:
  - memory_auditor_exists: true
cost: 6
execution_mode: hybrid
assigned_agents:
  - qe-coder
  - qe-architect
output_files:
  - /workspaces/agentic-qe/v3/src/learning/memory-auditor.ts
claude_flow_commands:
  - |
    npx @claude-flow/cli@latest hooks worker dispatch \
      --trigger audit --context "memory-coherence"
functionality:
  - Scan all stored patterns for contradictions
  - Compute global coherence energy
  - Identify pattern clusters with high energy
  - Generate remediation recommendations
  - Schedule background coherence maintenance
```

#### A3.3: Integrate CausalEngine with Causal Discovery
```yaml
action_id: A3.3
name: Enhance Causal Discovery with CausalEngine
preconditions:
  - memory_auditor_exists == true
effects:
  - causal_engine_integrated: true
cost: 5
execution_mode: hybrid
assigned_agents:
  - qe-coder
modified_files:
  - /workspaces/agentic-qe/v3/src/causal-discovery/causal-graph.ts
  - /workspaces/agentic-qe/v3/src/coordination/mincut/causal-discovery.ts
enhancement_spec: |
  // Use CausalEngine for intervention-based verification
  async verifyCausalLink(cause: string, effect: string): Promise<CausalVerification> {
    const causalEngine = new CausalEngine();
    causalEngine.add_variable(cause);
    causalEngine.add_variable(effect);
    causalEngine.add_mechanism(cause, effect);

    return {
      isSpurious: causalEngine.is_spurious_correlation(cause, effect),
      direction: causalEngine.get_direction(cause, effect),
      confidence: causalEngine.causal_strength(cause, effect),
    };
  }
```

#### A3.4: Add Coherence Gate to Pattern Promotion
```yaml
action_id: A3.4
name: Coherence Gate for Pattern Promotion
preconditions:
  - causal_engine_integrated == true
effects:
  - promotion_coherence_gate: true
cost: 3
execution_mode: code
assigned_agents:
  - qe-coder
modified_files:
  - /workspaces/agentic-qe/v3/src/learning/qe-reasoning-bank.ts
promotion_criteria: |
  // Add to shouldPromotePattern()
  async shouldPromotePattern(pattern: QEPattern): Promise<boolean> {
    // Existing criteria
    if (pattern.successCount < 3) return false;
    if (pattern.qualityScore < 0.7) return false;

    // NEW: Coherence gate
    const coherence = await this.coherenceService.checkPatternCoherence(
      pattern,
      this.getLongTermPatterns()
    );

    if (!coherence.isCoherent) {
      this.emit('promotion_blocked', {
        pattern: pattern.id,
        reason: 'coherence_violation',
        energy: coherence.energy,
      });
      return false;
    }

    return true;
  }
```

#### A3.5: Learning Module Integration Tests
```yaml
action_id: A3.5
name: Integration Tests for Learning Coherence
preconditions:
  - promotion_coherence_gate == true
effects:
  - integration_test_count: "+4"
cost: 4
execution_mode: code
assigned_agents:
  - qe-test-architect
output_files:
  - /workspaces/agentic-qe/v3/tests/learning/coherence-integration.test.ts
mcp_tools:
  - |
    mcp__agentic-qe__test_generate_enhanced({
      sourceCode: "src/learning/",
      testType: "integration",
      framework: "vitest"
    })
test_scenarios:
  - "should filter incoherent patterns from retrieval"
  - "should escalate on all-contradictory candidates"
  - "should audit memory and report coherence energy"
  - "should block promotion of incoherent patterns"
  - "should verify causal links before adding to graph"
```

---

### Phase 4: Production Ready (Week 7-8)

#### A4.1: Register Coherence MCP Tools
```yaml
action_id: A4.1
name: Register 4 Coherence MCP Tools
preconditions:
  - strange_loop_metrics_updated == true
  - promotion_coherence_gate == true
effects:
  - mcp_tools_registered: true
cost: 4
execution_mode: code
assigned_agents:
  - qe-coder
output_files:
  - /workspaces/agentic-qe/v3/src/mcp/tools/coherence/index.ts
  - /workspaces/agentic-qe/v3/src/mcp/tools/coherence/handlers.ts
mcp_tool_definitions:
  - name: coherence_check
    description: Check coherence of beliefs/facts
    parameters:
      - nodes: CoherenceNode[]
    returns: CoherenceResult
  - name: coherence_audit_memory
    description: Audit QE memory for contradictions
    parameters: []
    returns: AuditResult
  - name: coherence_verify_consensus
    description: Verify multi-agent consensus mathematically
    parameters:
      - votes: AgentVote[]
    returns: ConsensusResult
  - name: coherence_predict_collapse
    description: Predict swarm collapse risk
    parameters:
      - state: SwarmState
    returns: CollapseRisk
claude_flow_commands:
  - |
    npx @claude-flow/cli@latest memory store \
      --key "mcp-coherence-tools" \
      --value "{ 'tools': ['coherence_check', 'coherence_audit_memory', 'coherence_verify_consensus', 'coherence_predict_collapse'] }" \
      --namespace mcp-registry
```

#### A4.2: Implement Threshold Auto-Tuning
```yaml
action_id: A4.2
name: Implement Threshold Auto-Tuning
preconditions:
  - mcp_tools_registered == true
effects:
  - threshold_auto_tuning: true
cost: 5
execution_mode: hybrid
assigned_agents:
  - qe-coder
  - qe-learning-coordinator
output_files:
  - /workspaces/agentic-qe/v3/src/integrations/coherence/threshold-tuner.ts
functionality:
  - Track false positive/negative rates over time
  - Use exponential moving average for threshold adjustment
  - Domain-specific thresholds (test-generation, security, etc.)
  - Persist calibrated thresholds to memory
  - Allow manual override via config
default_thresholds:
  reflex: 0.1
  retrieval: 0.4
  heavy: 0.7
  human: 1.0
```

#### A4.3: Implement WASM Fallback
```yaml
action_id: A4.3
name: Implement WASM Fallback Handler
preconditions:
  - threshold_auto_tuning == true
effects:
  - wasm_fallback_exists: true
cost: 3
execution_mode: code
assigned_agents:
  - qe-coder
modified_files:
  - /workspaces/agentic-qe/v3/src/integrations/coherence/wasm-loader.ts
  - /workspaces/agentic-qe/v3/src/integrations/coherence/coherence-service.ts
fallback_behavior:
  - Log warning on WASM load failure
  - Return "coherent" with low confidence
  - Emit degraded_mode event
  - Retry WASM load on next request
  - Never block execution due to WASM failure
```

#### A4.4: Implement CI/CD Coherence Badge
```yaml
action_id: A4.4
name: Implement Coherence Verified Badge
preconditions:
  - wasm_fallback_exists == true
effects:
  - ci_badge_implemented: true
cost: 3
execution_mode: code
assigned_agents:
  - qe-devops
output_files:
  - /workspaces/agentic-qe/v3/scripts/coherence-check.js
  - /workspaces/agentic-qe/.github/workflows/coherence.yml
badge_spec: |
  // Generate badge based on coherence check results
  const badge = {
    label: 'coherence',
    message: result.isCoherent ? 'verified' : 'violation',
    color: result.isCoherent ? 'brightgreen' : 'red',
    energy: result.energy.toFixed(3),
  };
```

#### A4.5: Final Quality Gates
```yaml
action_id: A4.5
name: Final Quality Gates Verification
preconditions:
  - ci_badge_implemented == true
effects:
  - unit_test_coverage: measured_value
  - false_negative_rate: measured_value
  - false_positive_rate: measured_value
cost: 5
execution_mode: code
assigned_agents:
  - qe-test-architect
  - qe-reviewer
  - qe-security-scanner
mcp_tools:
  - |
    mcp__agentic-qe__coverage_analyze_sublinear({
      target: "src/integrations/coherence/",
      detectGaps: true
    })
  - |
    mcp__agentic-qe__security_scan_comprehensive({
      target: "src/integrations/coherence/",
      sast: true
    })
  - |
    mcp__agentic-qe__quality_assess({
      target: "src/integrations/coherence/",
      gates: ["coverage", "security", "performance"]
    })
quality_criteria:
  - unit_test_coverage >= 80%
  - integration_test_count >= 10
  - false_negative_rate == 0%
  - false_positive_rate < 5%
  - no critical security vulnerabilities
  - documentation complete
```

---

## 4. Execution Order (Optimal Sequence)

The GOAP planner generates this optimal execution order based on action dependencies and costs.

```
Week 1 (Foundation):
  Day 1-2:  A1.1 (Install Package) -> A1.2 (WASM Loader)
  Day 3-5:  A1.3 (CoherenceService Adapter) [parallel with coder + architect]

Week 2 (Foundation):
  Day 1-3:  A1.4 (Unit Tests) [parallel with test-architect]
  Day 4-5:  A1.5 (Performance Benchmark)

Week 3 (Strange Loop):
  Day 1-3:  A2.1 (Strange Loop Integration) + A2.2 (Violation Event)
  Day 4-5:  A2.3 (Belief Reconciliation) [start]

Week 4 (Strange Loop):
  Day 1-2:  A2.3 (Belief Reconciliation) [complete]
  Day 3-4:  A2.4 (Coherence Metrics)
  Day 5:    A2.5 (Integration Tests)

Week 5 (Learning):
  Day 1-2:  A3.1 (Pattern Filter)
  Day 3-5:  A3.2 (Memory Auditor)

Week 6 (Learning):
  Day 1-2:  A3.3 (CausalEngine Integration)
  Day 3-4:  A3.4 (Promotion Gate)
  Day 5:    A3.5 (Integration Tests)

Week 7 (Production):
  Day 1-2:  A4.1 (MCP Tools)
  Day 3-4:  A4.2 (Threshold Auto-Tuning)
  Day 5:    A4.3 (WASM Fallback)

Week 8 (Production):
  Day 1-2:  A4.4 (CI/CD Badge)
  Day 3-5:  A4.5 (Final Quality Gates)
```

### Parallel Execution Opportunities

The following actions can be executed in parallel by different agents:

```
Parallel Group 1 (Week 1):
  - A1.3 can spawn multiple agents for each engine adapter

Parallel Group 2 (Week 2):
  - A1.4 unit tests for different engines can run in parallel

Parallel Group 3 (Week 3-4):
  - A2.1 and A2.2 can be done together
  - A2.4 and A2.5 can overlap

Parallel Group 4 (Week 5-6):
  - A3.1 and A3.2 can start simultaneously (different files)
  - A3.3 and A3.4 can overlap

Parallel Group 5 (Week 7-8):
  - A4.1, A4.2, A4.3 are mostly independent
  - A4.4 and A4.5 can run in parallel
```

---

## 5. Claude-Flow Commands Reference

### Swarm Initialization
```bash
# Initialize hierarchical swarm for ADR-052 implementation
npx @claude-flow/cli@latest swarm init \
  --topology hierarchical \
  --max-agents 8 \
  --strategy specialized

# Check swarm status
npx @claude-flow/cli@latest swarm status
```

### Pre-Task Hooks (Model Routing)
```bash
# Before each action, route to optimal agent
npx @claude-flow/cli@latest hooks pre-task \
  --description "Implement CoherenceService adapter for sheaf cohomology engine"

# Route complex task
npx @claude-flow/cli@latest hooks route \
  --task "Design belief reconciliation protocol"
```

### Post-Task Hooks (Learning)
```bash
# Record successful action completion
npx @claude-flow/cli@latest hooks post-task \
  --task-id "A1.3" \
  --success true

# Record with quality score
npx @claude-flow/cli@latest hooks post-task \
  --task-id "A1.5" \
  --success true \
  --quality 0.95
```

### Memory Operations
```bash
# Store implementation pattern
npx @claude-flow/cli@latest memory store \
  --key "coherence-wasm-loader-pattern" \
  --value "{ 'pattern': 'lazy-load-with-retry', 'retryCount': 3, 'timeout': 5000 }" \
  --namespace patterns

# Search for related patterns
npx @claude-flow/cli@latest memory search \
  --query "WASM loading error handling" \
  --namespace patterns

# Retrieve specific pattern
npx @claude-flow/cli@latest memory retrieve \
  --key "coherence-service-interface" \
  --namespace patterns
```

### Background Workers
```bash
# Dispatch performance benchmark worker
npx @claude-flow/cli@latest hooks worker dispatch \
  --trigger benchmark \
  --context "coherence-100-nodes"

# Dispatch audit worker
npx @claude-flow/cli@latest hooks worker dispatch \
  --trigger audit \
  --context "memory-coherence"

# Dispatch documentation worker
npx @claude-flow/cli@latest hooks worker dispatch \
  --trigger document \
  --context "coherence-service-api"
```

### Session Management
```bash
# Start session for ADR-052 implementation
npx @claude-flow/cli@latest hooks session-start \
  --session-id "adr-052-coherence-impl"

# Restore session
npx @claude-flow/cli@latest session restore \
  --name "adr-052-coherence-impl"

# End session with metrics
npx @claude-flow/cli@latest hooks session-end \
  --export-metrics true
```

---

## 6. MCP Tool Calls Reference

### Agent Spawning
```javascript
// Spawn domain-specific agents
mcp__agentic-qe__agent_spawn({
  domain: "code-intelligence",
  agentId: "coherence-coder-1"
})

mcp__agentic-qe__agent_spawn({
  domain: "test-generation",
  agentId: "coherence-test-architect-1"
})

mcp__agentic-qe__agent_spawn({
  domain: "security-compliance",
  agentId: "coherence-security-1"
})
```

### Fleet Initialization
```javascript
// Initialize QE fleet for ADR-052
mcp__agentic-qe__fleet_init({
  topology: "hierarchical",
  maxAgents: 15
})
```

### Task Orchestration
```javascript
// Orchestrate coherence implementation
mcp__agentic-qe__task_orchestrate({
  task: "implement-coherence-service",
  strategy: "adaptive",
  domains: ["code-intelligence", "test-generation"]
})
```

### Test Generation
```javascript
// Generate tests for coherence module
mcp__agentic-qe__test_generate_enhanced({
  sourceCode: "src/integrations/coherence/",
  testType: "unit",
  framework: "vitest"
})

// Generate integration tests
mcp__agentic-qe__test_generate_enhanced({
  sourceCode: "src/integrations/coherence/",
  testType: "integration",
  framework: "vitest"
})
```

### Coverage Analysis
```javascript
// Analyze coverage with sublinear algorithm
mcp__agentic-qe__coverage_analyze_sublinear({
  target: "src/integrations/coherence/",
  detectGaps: true
})
```

### Security Scanning
```javascript
// Comprehensive security scan
mcp__agentic-qe__security_scan_comprehensive({
  target: "src/integrations/coherence/",
  sast: true,
  dependencyCheck: true
})
```

### Memory Operations
```javascript
// Store coherence pattern
mcp__agentic-qe__memory_store({
  key: "coherence-threshold-tuning",
  value: {
    reflex: 0.1,
    retrieval: 0.4,
    heavy: 0.7,
    human: 1.0
  },
  namespace: "qe-patterns"
})

// Share knowledge across agents
mcp__agentic-qe__memory_share({
  sourceAgentId: "coherence-coder-1",
  targetAgentIds: ["qe-learning-coordinator"],
  knowledgeDomain: "coherence-patterns"
})
```

---

## 7. Milestones & Checkpoints

### M1: Foundation POC (End of Week 2)
| Criterion | Target | Verification |
|-----------|--------|--------------|
| Package installed | Yes | `grep "prime-radiant" package.json` |
| WASM loads | Yes | Unit test passes |
| All 6 adapters exist | Yes | Files in `src/integrations/coherence/engines/` |
| Unit test coverage | >= 80% | `npm run test:coverage` |
| 100-node latency | < 5ms | Benchmark results |

**Success Criteria:**
```bash
cd /workspaces/agentic-qe/v3 && npm test -- --run tests/integrations/coherence/
```

### M2: Strange Loop Integration (End of Week 4)
| Criterion | Target | Verification |
|-----------|--------|--------------|
| Coherence in cycle | Yes | `strange_loop_coherence_aware == true` |
| Events emitted | 4 events | Event listener tests |
| Belief reconciliation | Works | Integration tests pass |
| Metrics updated | Yes | Stats include coherence |

**Success Criteria:**
```bash
cd /workspaces/agentic-qe/v3 && npm test -- --run tests/strange-loop/coherence-integration.test.ts
```

### M3: Learning Enhancement (End of Week 6)
| Criterion | Target | Verification |
|-----------|--------|--------------|
| Pattern filter | Active | Integration test |
| Memory auditor | Running | Audit report generated |
| CausalEngine | Integrated | Causal tests pass |
| Promotion gate | Active | Blocked pattern count > 0 |

**Success Criteria:**
```bash
cd /workspaces/agentic-qe/v3 && npm test -- --run tests/learning/coherence-integration.test.ts
```

### M4: Production Ready (End of Week 8)
| Criterion | Target | Verification |
|-----------|--------|--------------|
| MCP tools | 4 registered | Tool registry query |
| Auto-tuning | Active | Threshold changes over time |
| WASM fallback | Works | Fallback test passes |
| CI badge | Green | GitHub Actions check |
| False negative | 0% | Contradiction test suite |
| False positive | < 5% | Valid input test suite |

**Success Criteria:**
```bash
# Full test suite
cd /workspaces/agentic-qe/v3 && npm test -- --run

# Coverage check
npm run test:coverage

# Security scan
npx @claude-flow/cli@latest hooks worker dispatch --trigger audit
```

---

## 8. Risk Mitigation

### R1: WASM Loading Failures
- **Mitigation**: Implement graceful fallback in A4.3
- **Detection**: Health check on every request
- **Recovery**: Retry with exponential backoff

### R2: Performance Regression
- **Mitigation**: Continuous benchmarking in CI
- **Detection**: p99 latency monitoring
- **Recovery**: Lazy loading, caching, batching

### R3: False Positives
- **Mitigation**: Threshold auto-tuning in A4.2
- **Detection**: Track blocked decisions
- **Recovery**: Manual threshold override

### R4: Package Instability (v0.1.3)
- **Mitigation**: Pin exact version
- **Detection**: Integration tests on upgrade
- **Recovery**: Roll back to known good version

---

## 9. Replanning Triggers

The GOAP planner will trigger replanning if:

1. **Action Failure**: Any action fails 3 consecutive times
2. **Performance Regression**: Latency exceeds 5ms for 100 nodes
3. **Quality Gate Failure**: Coverage drops below 70%
4. **Dependency Issue**: WASM module fails to load consistently
5. **Scope Change**: ADR-052 requirements are modified
6. **Resource Constraint**: Agent pool exhausted

**Replanning Command:**
```bash
npx @claude-flow/cli@latest hooks route \
  --task "Replan ADR-052 implementation after [trigger reason]"
```

---

## 10. Appendix: File Structure

```
v3/src/integrations/coherence/
├── index.ts                    # Public exports
├── types.ts                    # Type definitions
├── coherence-service.ts        # Main service facade
├── wasm-loader.ts              # WASM module loader
├── threshold-tuner.ts          # Auto-tuning logic
├── engines/
│   ├── cohomology-adapter.ts   # Sheaf cohomology
│   ├── spectral-adapter.ts     # Spectral analysis
│   ├── causal-adapter.ts       # Causal inference
│   ├── category-adapter.ts     # Category theory
│   ├── homotopy-adapter.ts     # Homotopy type theory
│   └── witness-adapter.ts      # Blake3 witness chain
└── __tests__/
    ├── coherence-service.test.ts
    ├── wasm-loader.test.ts
    └── engines/
        └── *.test.ts

v3/src/strange-loop/
├── strange-loop.ts             # Modified
├── types.ts                    # Modified
└── belief-reconciler.ts        # New

v3/src/learning/
├── qe-reasoning-bank.ts        # Modified
├── real-qe-reasoning-bank.ts   # Modified
└── memory-auditor.ts           # New

v3/src/mcp/tools/coherence/
├── index.ts                    # Tool registration
└── handlers.ts                 # Tool handlers

v3/tests/
├── integrations/coherence/
│   └── *.test.ts
├── strange-loop/
│   └── coherence-integration.test.ts
├── learning/
│   └── coherence-integration.test.ts
└── benchmarks/
    └── coherence-performance.bench.ts
```

---

## 11. Success Metrics

| Metric | Baseline | Target | Measurement |
|--------|----------|--------|-------------|
| Coherence check latency (100 nodes) | N/A | < 5ms | p99 benchmark |
| False negative rate | N/A | 0% | Contradiction test suite |
| False positive rate | N/A | < 5% | Valid input test suite |
| Unit test coverage | 0% | >= 80% | vitest coverage |
| Integration tests | 0 | >= 10 | Test count |
| Memory overhead | 0 | < 10MB | RSS measurement |
| Strange Loop detection speed | Baseline | 10x faster | Drift detection test |

---

**Document Version**: 1.0.0
**Last Updated**: 2026-01-23
**Authors**: GOAP Planner Agent (claude-opus-4-5)
**Review Status**: Ready for Implementation