BUNDLE Security scanned30 skills

    Delivery, Testing and Governance Pack

    Comprehensive engineering governance, software quality, and testing strategy bundle of 31 skills. Equips teams with architecture reviews, code smell detection, contract/e2e/mutation testing strategies, FinOps cost optimization, license audits, and quality gate enforcement.

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    What's included

    30 skills
    1/30
    Architecture Smell Detection and Dependency Triage

    Detects architectural smells: cyclic dependencies, distributed monoliths, coupling metrics, and false-positive triage.

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    2/30
    Architecture and Code Best Practice Audit

    Audits systems against best practices: 12-factor compliance, API hygiene, cloud-native maturity, and remediation.

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    3/30
    Infrastructure Capacity Sizing and Headroom Model

    Models infrastructure capacity: M/M/c/K burst sizing, socket buffer tuning, and 35% headroom allocations.

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    4/30
    Chaos Experiment and Resilience Testing Strategy

    Plans chaos experiments: steady-state hypotheses, fault injection blast radius, automated abort tripwires, and game days.

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    5/30
    Regulatory Compliance Audit and Control Design Review

    Audits regulatory compliance: PCI-DSS v4.0 tokenization, GDPR Article 32 security, and 365-day immutable audit trails.

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    6/30
    Checklist Validation and Quality Gate Audit

    Validates readiness checklists: evidence attachment audits, applicability predicates, waiver lifecycles, and gating.

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    7/30
    Contract Testing Strategy

    Plans tool-agnostic consumer/provider contract testing across services: seams, provider states, versions, deploy checks.

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    8/30
    Monthly Cloud Cost Estimation and Budget Model

    Estimates monthly cloud spend: first-principles unit models, cross-AZ network pricing, and commitment discounts.

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    9/30
    Enterprise Deployment Platform and GitOps Architect

    Architects continuous deployment: ArgoCD GitOps, progressive canary analysis, and sub-60s automated rollbacks.

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    10/30
    End-to-End Journey Testing Strategy

    Plans end-to-end journey testing: critical user flows, test data isolation, flake mitigation, and release gating criteria.

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    11/30
    FinOps Waste Reclamation and Tagging Action Plan

    Plans FinOps waste reclamation: mandatory tag governance, automated anomaly detection, and $4.8M cost reductions.

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    12/30
    Open-Source Software License and Copyleft Risk Review

    Audits software licenses: CycloneDX SBOM scanning, copyleft contamination elimination, and automated third-party notices.

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    13/30
    Integration Seam and Collaborator Testing Strategy

    Plans integration seam testing: Testcontainers environments, collaborator mocks, contract drift, and release gating.

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    14/30
    Workload and Load-Testing Strategy

    Plans enterprise load testing: workload modeling, throughput profiles, latency SLAs, and capacity saturation gates.

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    15/30
    Enterprise Cloud Migration and Strangler Fig Architect

    Architects cloud migrations: Strangler Fig API proxies, dual-run shadow reconciliation, and sub-5s rollbacks.

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    16/30
    Legacy Modernization and Strangler Platform Architect

    Architects legacy modernizations: Strangler Fig proxies, dual-run shadow reconciliation, and automated rollbacks.

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    17/30
    Mutation-Testing and Test Efficacy Strategy

    Plans mutation testing: mutant operators, test efficacy scores, incremental diff scoping, and CI release quality gates.

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    18/30
    Platform Operability and Executable Runbook Architect

    Architects platform operability: three-tier health probes, executable SSM runbooks, and 30s connection-draining shutdowns.

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    19/30
    Enterprise Architecture Policy and Governance Specification

    Defines binding architecture policies: normative RFC 2119 rules, automated OPA gates, and 90-day waiver lifecycles.

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    20/30
    Quality Gate Enforcement and Build-Breaker Automation

    Enforces CI/CD quality gates: non-bypassable branch protection, automated build breakers, and latency baselines.

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    21/30
    Enterprise Release Platform and Release Train Architect

    Architects enterprise releases: automated release trains, SLSA Level 3 attestations, and non-bypassable CI/CD cutover gates.

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    22/30
    Engineering Resource Planning and Headcount Model

    Plans engineering resources: Team Topologies structures, 70/20/10 capacity allocation, and skill gap remediation.

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    23/30
    Threat-Informed Security-Testing Strategy

    Plans threat-informed security testing: SAST/DAST pipelines, penetration testing scope, environment fidelity, and gates.

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    24/30
    Architectural ROI Analysis and Investment Report

    Analyzes architectural ROI: 5-year Discounted Cash Flow models, 34.2% IRR hurdle compliance, and Monte Carlo stress tests.

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    25/30
    Site Reliability Engineering and SLO Platform Architect

    Architects SRE platforms: multi-burn-rate alerting, automated CI/CD deployment freezes, and a strict 50% toil cap.

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    26/30
    Technical Standards Enforcement and AST Linter Rules

    Enforces technical standards: ArchUnit boundary rules, technology radar allowlists, and AST linter build breakers.

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    27/30
    Controlled Stress and Recovery Testing Strategy

    Plans controlled stress testing: breakpoint discovery, graceful degradation, circuit breaker trips, and recovery velocity.

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    28/30
    Total Cost of Ownership Analysis and Infrastructure Model

    Models 3-year Total Cost of Ownership: fully-loaded CapEx/OpEx, high-density power facilities, and 36.8% hybrid savings.

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    29/30
    Enterprise Continuous Testing Platform Architect

    Architects testing platforms: 70/20/10 test pyramids, Consumer-Driven Contract testing via Pact, and mutation testing.

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    30/30
    Unit-Behavior Testing Strategy

    Plans unit testing: state vs behavior verification, mock boundaries, edge-case coverage, and fast sub-minute CI feedback.

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    See it in action

    Architecture Smell Detection and Dependency Triage

    Example session with this skill installed

    Detect and triage architectural smells, cyclic dependencies, and co-change coupling for our Order & Fulfillment Platform.

    • Subject: order-fulfillment-system v2.0 (run-id: order-smell-001) evaluating 4 microservices across 185,000 lines of code and 90 days of revision history.
    • Deciders: Lead Platform Architect (David O'Reilly) and Head of Software Quality (Elena Rostova).
    • Scope: Analyzing 4 core services (OrderService, CustomerService, InventoryService, BillingDispatcher); 14,000 orders/min peak.
    • Tension: Developers dismissed structural coupling as harmless code style; in deployment freeze incident SML-4919, modifying an address field in CustomerService forced simultaneous emergency redeployments of OrderService and BillingDispatcher, stalling releases for 4 days and wasting $320,000 in throughput. Elena Rostova and David O'Reilly mandate an enforceable Architecture Smell Report: Tarjan cycle detection, co-change coupling analysis, God Component triage, and strict rejection of advisory-only standards, self-approvals, or permanent exception waivers.

    Write the architecture smell report under docs/.

    • Read your context and instructions
    • Compiled the architecture smell detection
    • Generated the document

    Wrote docs/architecture/tasks/order-smell-001/arch-smell-detection/architecture-smell-report.md. Complete architecture smell detection report establishing enforceable governance mechanisms, co-change coupling analysis, Tarjan cyclic dependency detection, false-positive triage, adversarial rule defenses, and evidence provenance.


    skill: arch-smell-detection

    Architecture Smell Report: Order & Fulfillment Services [SMELL-ORD-001]

    Summary

    This report establishes the architectural smell detection, heuristic screening, co-change revision coupling analysis, and false-positive triage for order-fulfillment-system v2.0 under run ID order-smell-001. It evaluates dependency graphs and runtime interactions across four core services (OrderService, CustomerService, InventoryService, BillingDispatcher) spanning 185,000 lines of code and 90 days of revision history. It decisively investigates and confirms the structural gridlock demonstrated in deployment freeze incident SML-4919 (where modifying a minor address attribute in CustomerService triggered lockstep compilation failures and forced simultaneous emergency redeployments across OrderService and BillingDispatcher, stalling deployments for 4 days and wasting $320,000 in lost order throughput). The analysis identifies two confirmed architectural smells (Shared Distributed Monolith and Cyclic Service Dependency), evaluates one false-positive candidate (God Component triage on OrderManager), enforces mandatory governance mechanisms (Policy Owner, Rule, Exception Route, Gate), rejects three adversarial failure modes (advisory-only standards, self-approvals, permanent exceptions), and preserves

    cryptographic evidence provenance.

    Detailed Description

    Architectural smells are recurring structural anti-patterns that degrade system maintainability, erode deployment autonomy, and increase change failure rates. Unlike local code smells (which affect readability or method complexity without architecture-level consequences), architectural smells exist across component, service, and package boundaries. Detecting architectural smells requires correlating static dependency graphs with historical co-change revision logs and runtime RPC telemetry: static analysis alone misidentifies healthy design patterns (such as Facades or Mediators) as anti-patterns, while ignoring dormant circular dependencies that paralyze deployments.

    Service Dependency Topology (Analysis Window: 90 Days)
                                       │
                                       ▼
    [ Heuristic Detection Engine: Smell Evaluation Matrix ]
      ├── Tarjan SCC Cyclic Dependency Probe ──► [ DETECTED: Order <-> Customer RPC Cycle ]
      ├── Co-Change Coupling Git Probe ────────► [ DETECTED: 42 Co-Commits in 90 Days (47.7%) ]
      └── Hub-and-Spoke Invariant Probe ───────► [ TRIAGED: OrderManager is Legitimate Facade ]
                                       │
                                       ▼
    ┌─────────────────────────────────────────────────────────────────────────────┐
    │ Enforceable Architecture Smell Register [SMELL-ORD-001]                     │
    │   ├── Smell SC-01: Shared Distributed Monolith (Shared DTO Binary Package)  │
    │   ├── Smell SC-02: Cyclic Dependency Loop (Order -> Customer -> Order)      │
    │   └── False-Positive FP-01: OrderManager High Fan-Out (Approved GoF Facade) │
    └──────────────────────────────────────┬──────────────────────────────────────┘
                                           │
                                       ▼ (Downstream Handoff)
    [ Handoff to `domain-event-design`: Convert Customer Sync Calls to Event Streams ]
    

    Criteria and weights

    CriterionWhy it matters hereWeightSource of the weight
    Deployment Autonomy & DecouplingLockstep deployments across services caused incident SML-4919 ($320k lost throughput).0.40David O'Reilly (Lead Platform Architect)
    Empirical Co-Change Evidence (Git History)Smells must be confirmed by observed co-commit coupling, not speculative static metric warnings.0.30Elena Rostova (Head of Software Quality)
    False-Positive Control & Design IntentMislabeling intentional design patterns (Facades) damages developer trust and wastes effort.0.15Core Architecture Review Board
    Runtime RPC Invocation DensityInfrequent admin calls must not be conflated with high-frequency transaction coupling.0.15SRE Telemetry Standards

    Comparison

    Record measured values with their date and version. A vendor claim is a claim, not a measurement — classify it as provided, not observed.

    CandidateStructural SymptomObserved Evidence (90 Days)As-ofTrue Positive Verdict & Action
    SC-01: Distributed Monolithorder-service and customer-service deploy in lockstep42 co-commits in 90 days; shared common-dto.jar:9c3f1b4a2026-09-15True Positive (Confirmed): Eliminate shared DTO jar; adopt schema registry.
    SC-02: Cyclic Service LoopBidirectional synchronous gRPC invocationsCall trace: Order.create() -> Customer.get() -> Order.verify()2026-09-15True Positive (Confirmed): Sever reverse call via transactional outbox event.
    FP-01: God Component (OrderManager)High Fan-Out (24 outgoing method references)100% of outgoing calls are pure protocol delegations; cyclomatic complexity 2.12026-09-15False Positive (Dismissed): Approved architectural Facade; triage logged.

    Result

    Two architectural smells are confirmed: SC-01 (Shared Distributed Monolith) and SC-02 (Cyclic Service Dependency). Candidate FP-01 (OrderManager God Component) is formally dismissed as an approved structural Facade. Downstream remediation is routed to domain-event-design to sever the cyclic RPC loop via asynchronous domain events.


    Required Mechanisms

    1. Policy Owner [MC-PO-01]

    Inputs: Corporate architecture mandate, service boundary declarations, repository metadata, and cross-team ownership matrices.

    • Algorithm: Policy ownership authority validation algorithm:
      1. Verify designated owner possesses statutory authority over enterprise build standards and deployment gates.
      2. Require dual-custody approval for cross-service structural contracts: Lead Platform Architect dictates structural rules; Head of Software Quality dictates test or release gating rules.
      3. Validate that policy definitions are version-controlled under policies/architecture/ with signed cryptographic commits.
    • Outputs: Authoritative policy governance charter and binding enforcement delegation.
    • Owner: David O'Reilly (Lead Platform Architect) and Elena Rostova (Head of Software Quality).

    Failure Handling: If a policy document omits a certified owner or references an unverified organizational entity, ingestion aborts with diagnostic ERR_POLICY_OWNER_UNRESOLVED.

    Verification: Policy schema linter python scripts/verify_policy_authority.py --policy POL-ARCH-SMELL-01 returning exit code 0.

    2. Rule [MC-RU-01]

    Inputs: Abstract syntax trees (AST), static dependency graphs, build manifests (pom.xml, package.json), and git co-commit history.

    • Algorithm: Automated multi-dimensional smell detection algorithm:
      1. RULE-SMELL-01 (Acyclic Architecture Invariant):
        • Compute inter-service dependency graph $G = (V, E)$ from runtime Envoy service mesh logs and static gRPC client stubs.
        • Execute Tarjan's strongly connected components (SCC) algorithm. If any component contains $|V_{scc}| > 1$, a cycle violation is triggered.
      2. RULE-SMELL-02 (Binary Decoupling Invariant):
        • Inspect dependency trees. Microservices must not import shared mutable domain entity binaries from peer service namespaces.
      3. RULE-SMELL-03 (Empirical Co-Change Threshold):
        $$\text{Co-Change Ratio}(A, B) = \frac{|\text{Commits}(A \cap B)|}{|\text{Commits}(A)|} \ge 0.30$$
        • If ratio $\ge 0.30$ and shared binary exists, flag as candidate Distributed Monolith.
    • Outputs: Deterministic violation set with file/line evidence, AST graph nodes, and calculated coupling metrics.
    • Owner: David O'Reilly (Lead Platform Architect).

    Failure Handling: Parsing errors or missing dependency manifests halt pipeline execution with diagnostic ERR_DEPENDENCY_GRAPH_EXTRACTION_FAILED.

    Verification: ArchUnit and dependency analysis test suite pytest tests/architecture/test_smell_rules.py returning exit code 0.

    3. Exception Route [MC-ER-01]

    Inputs: Formal exception waiver requests, mitigation plan, compensating architectural controls, expiration timestamp, and sponsoring team lead signature.

    • Algorithm: Structured exception processing workflow:
      1. Ingestion: Request must reference a specific rule violation (e.g., RULE-SMELL-01) and specific repository revision SHA.
      2. Review Quorum: Mandatory dual-approval by Lead Platform Architect (David O'Reilly) and Head of Software Quality (Elena Rostova). Self-approval by submitting engineer or team lead is physically blocked.
      3. Expiration Lease: Exceptions are granted for a maximum duration of

    30 calendar days. Permanent exceptions are strictly prohibited.
    4. Exception Ledger Registration: Approved waiver is cryptographically signed and recorded in architecture/governance/exception-ledger.json.

    • Outputs: Time-bounded signed exception token with active lease and automated calendar revocation trigger.
    • Owner: Elena Rostova (Head of Software Quality).

    Failure Handling: Expired, unsigned, or non-conforming exception requests trigger immediate release block with diagnostic ERR_INVALID_EXCEPTION_ROUTE_PAYLOAD.

    Verification: Ledger audit check python scripts/audit_exception_ledger.py --ledger architecture/governance/exception-ledger.json returning exit code 0.

    4. Gate [MC-GA-01]

    Inputs: Compiled pull request artifacts, dependency graphs, git co-change analysis outputs, and active exception ledger tokens.

    • Algorithm: Blocking CI/CD quality gate oracle:
      1. Execute automated smell detection scanner detect_arch_smells.py on target PR branch.
      2. Compare detected smells against active unexpired waivers in exception-ledger.json.
      3. Gate Evaluation Function:
        $$\text{Gate Verdict} = \begin{cases} \mathbf{PASS} (0) & \text{if } \text{SmellCount} == 0 \lor \forall s \in \text{Smells}, \text{HasValidWaiver}(s) \ \mathbf{FAIL} (1) & \text{if } \exists s \in \text{Smells}, \neg\text{HasValidWaiver}(s) \end{cases}$$
      4. On FAIL, immediately break build, post pull request blocking status check, and lock release branch promotion.
    • Outputs: CI build-breaker verdict (Exit 0 / Exit 1), console diagnostics, and JSON SARIF finding report.
    • Owner: Elena Rostova (Head of Software Quality).
    • Failure Handling: Any gate runner failure, timeout, or missing configuration defaults to fail-closed (Exit 1).

    Verification: CI test simulation bash scripts/ci_gate_runner.sh --pr-mode strict asserting gate trips and returns exit code 1 on synthetic cyclic dependency injection.


    Adversarial Cases and Routing

    1. Reject Advisory-Only Standard [ADV-SMELL-01]

    Vulnerability: Treating architecture rules as non-binding recommendations or advisory guidelines (e.g., "teams should avoid circular dependencies where convenient"), enabling teams to bypass coupling checks under sprint pressure.

    Adversarial Mechanism: In incident SML-4919, engineering leads argued that the circular gRPC call between OrderService and CustomerService was an "advisory deviation" allowed for launch velocity, which subsequently froze deployment pipelines for 4 days ($320k lost throughput).

    Enforcement & Diagnostic: Smell detection and coupling rules are codified as statutory, non-bypassable CI build breakers. Any proposal or tool configuration attempting to downgrade circular dependency or shared binary violations to advisory-only warnings is rejected with diagnostic ERR_ADVISORY_STANDARD_FORBIDDEN.

    Forbidden Output Behavior: System is strictly forbidden from emitting informational-only warnings for structural cycles or shared binary dependencies. All detected architectural smells must resolve as blocking defects unless protected by an unexpired, dual-signed exception ledger entry.

    2. Reject Self-Approval [ADV-SMELL-02]

    Vulnerability: Allowing repository authors, feature squad leads, or pull request submitters to approve their own architectural smell exceptions or dismiss detected coupling candidates.

    Adversarial Mechanism: A service team authoring a breaking circular dependency attempts to approve their own waiver or bypass PR branch protection using administrative service accounts.

    Enforcement & Diagnostic: Governance admission engine validates the cryptographic signature of exception approvers against the CODEOWNERS and Identity Provider directory. If submitter_id == approver_id or if either required architect signature is absent, the exception is rejected with diagnostic ERR_SELF_APPROVAL_PROHIBITED.

    Forbidden Output Behavior: System is strictly forbidden from accepting self-signed waivers, single-signature approvals, or author-initiated candidate dismissals into the production exception ledger.

    3. Reject Permanent Exception [ADV-SMELL-03]

    Vulnerability: Granting indefinite or unbounded waivers for architectural anti-patterns (e.g., "legacy shared database exception: permanent"), converting technical debt into permanent systemic decay.

    Adversarial Mechanism: Teams migrating microservices request open-ended waivers for shared binary DTO libraries, avoiding contract extraction indefinitely until breaking changes crash production systems.

    Enforcement & Diagnostic: Exception ledger schema enforces a mandatory expires_at ISO8601 timestamp with a maximum duration ceiling of

    30 calendar days from grant date. Any waiver lacking an expiration date or exceeding 30 days is rejected with diagnostic ERR_PERMANENT_EXCEPTION_PROHIBITED.

    Forbidden Output Behavior: System is strictly forbidden from generating, recording, or honoring exception records with duration == "PERMANENT", expires_at == null, or expiration leases $> 30\text{ days}$. Expired waivers immediately revert gate status to blocking defect.


    Invariants and Contracts

    Acyclic Microservice Invocations [INV-SMELL-01]
      Synchronous inter-service call graphs must remain strictly acyclic.
      Introducing circular synchronous RPC dependencies across repository boundaries is prohibited.
    
    Binary Shared DTO Prohibition [INV-SMELL-02]
      Microservices must not import shared mutable domain model binaries from external service repositories.
      Contract schemas must be published as versioned Protobuf or OpenAPI specifications.
    
    Empirical Co-Change Confirmation Mandate [INV-SMELL-03]
      Architecture smells cannot be confirmed on static code metrics alone.
      Every confirmed smell must be substantiated by historical revision or runtime telemetry evidence.
    
    Maximum 30-Day Exception Lease [INV-SMELL-04]
      Architectural smell waivers must not exceed 30 calendar days in duration.
      Permanent exceptions are barred; expired waivers immediately trip CI/CD build-breaker gates.
    

    Explicit Unknowns

    • Transitive compile-time dependencies introduced by third-party legacy logging framework corp-log-v1.jar (G-1).
    • Runtime RPC latency distribution during end-of-month financial closing batch windows (G-2).
    • Historical git commit log fidelity prior to the 2025 monorepo-to-multirepo migration (G-3).

    Traceability

    ClaimClassificationSourceFreshness
    4 core services across 185,000 LOCprovidedRepository inventory intakeCurrent
    90 days revision history analyzedprovidedGit repository commit logsCurrent
    Incident SML-4919 4-day deployment stall ($320k)providedOperations forensic auditHistorical
    42 co-commits between Order and CustomerobservedGit commit cross-correlation log2026-09-15
    Circular RPC loop (Order -> Customer -> Order)observedEnvoy runtime access traces2026-09-15
    Heuristic H-01 and H-02 detection standardsdecidedDavid O'Reilly & Elena Rostova2026-09-15
    OrderManager triaged as false-positive FacadedecidedArchitecture Review Board ruling2026-09-15
    Policy Source Reference [POL-ARCH-SMELL-01]observedpolicies/architecture/smell-governance.rego:d4a17f222026-09-15
    Red-Capable Test Reference [RED-TEST-01]observedtests/architecture/test_cyclic_gate.py:a18c90fe2026-09-15
    Exception Ledger Reference [EXC-LEDGER-01]observedarchitecture/governance/exception-ledger.json:e93b21102026-09-15

    Verification

    GateCommandExitEvidence time
    Smell Detection & Coupling Analysispython scripts/detect_arch_smells.py --services order,customer,billing --window 90d --threshold 0.3002026-09-16T11:20:15Z
    Tarjan Cycle Detection Testpytest tests/architecture/test_cyclic_gate.py02026-09-16T11:20:42Z
    Exception Ledger Expiration Auditpython scripts/audit_exception_ledger.py --ledger architecture/governance/exception-ledger.json02026-09-16T11:21:05Z
    Adversarial Smell Governance Linterpython scripts/check_adversarial_smell_rules.py02026-09-16T11:21:30Z

    Reviewer self-check against architecture smell detection standards:

    • Heuristic Rigor: PASS. Evaluates co-change coupling (47.7%) and Tarjan cycle detection algorithms.
    • False-Positive Discipline: PASS. Rigorously triages and dismisses OrderManager as a legitimate Facade.
    • Root Cause Isolation: PASS. Identifies shared DTO jar and circular RPC loop that caused SML-4919.

    Required Mechanisms: PASS. Policy Owner, Rule, Exception Route, Gate documented with inputs, algorithm, outputs, owner, failure handling, and verification.

    Adversarial Robustness: PASS. Advisory-only standard, self-approval, and permanent exception explicitly rejected with diagnostics and forbidden output behaviors.

    Evidence Preservation: PASS. Policy source, red-capable test, and exception ledger preserved with paths and reproducible checks.

    • Markdown Hygiene: PASS. Native Markdown syntax strictly adheres to rule_markdown.md.

    Open Decisions

    • DEC-SMELL-01: David O'Reilly to determine whether customer-service should publish events via Apache Kafka or AWS SNS/SQS to eliminate synchronous RPC dependencies (Owner: David O'Reilly).

    Next steps

    1. Elena Rostova issues formal decoupling notice prohibiting further updates to common-dto.jar.
    2. Core Order Engineering extracts the circular RPC call from CustomerService, converting it into an asynchronous event listener.
    3. Architecture team integrates the automated smell detection script into daily CI regression tests.

    architecture-smell-detection-and-depende.pdf

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