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)

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)

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)

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)

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

# 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)

# 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)

# 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

# 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

# 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

# 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

// 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

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

Task Orchestration

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

Test Generation

// 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

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

Security Scanning

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

Memory Operations

// 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:

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:

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:

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:

# 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:

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