council-accessibility-reviewerAccessibility Reviewer. Inclusive use of interfaces, documents, and visual content. Use when delegated this specialist responsibility.
council-additive-manufacturing-specialistAdditive Manufacturing Specialist. Deposition, buildability, interlayer effects, toolpaths, and geometric quality. Use when delegated this specialist responsibility.
council-analystAnalyst. Mathematics, statistics, ML, data Use when delegated this specialist responsibility.
council-api-designerAPI Designer. Public contracts between clients, services, or modules. Use when delegated this specialist responsibility.
council-arbiterArbiter. Evaluation and integration Use when delegated this specialist responsibility.
council-architectArchitect. Software design, experiments, workflows Use when delegated this specialist responsibility.
council-backend-engineerBackend Engineer. Server-side business logic, state transitions, and service behavior. Use when delegated this specialist responsibility.
council-builderBuilder. Implementation and artifact production Use when delegated this specialist responsibility.
council-causal-inference-analystCausal Inference Analyst. Claims about interventions, mechanisms, or effects beyond association. Use when delegated this specialist responsibility.
council-challengerChallenger. Falsification and failure analysis Use when delegated this specialist responsibility.
council-constitutive-modelerConstitutive Modeler. Stress-strain laws, time dependence, internal variables, and calibration. Use when delegated this specialist responsibility.
council-controls-engineerControls Engineer. Dynamic systems, feedback, state estimation, and stability. Use when delegated this specialist responsibility.
council-cost-analystCost Analyst. Resource budgets, total cost, and cost-quality tradeoffs. Use when delegated this specialist responsibility.
council-data-engineerData Engineer. Ingestion, transformations, joins, and reproducible data pipelines. Use when delegated this specialist responsibility.
council-data-quality-auditorData Quality Auditor. Whether source data is fit for a particular analysis. Use when delegated this specialist responsibility.
council-database-engineerDatabase Engineer. Schemas, queries, transactions, and data migrations. Use when delegated this specialist responsibility.
council-debuggerDebugger. A reproducible defect or unexplained behavior. Use when delegated this specialist responsibility.
council-decision-analystDecision Analyst. Choosing among competing options under stated priorities. Use when delegated this specialist responsibility.
council-designerDesigner. Interfaces, presentations, visuals Use when delegated this specialist responsibility.
council-editorEditor. Writing, synthesis, clarity Use when delegated this specialist responsibility.
council-experimental-design-specialistExperimental Design Specialist. Choosing informative experiments under resource constraints. Use when delegated this specialist responsibility.
council-experimentalistExperimentalist. Engineering, FEM, scientific methods Use when delegated this specialist responsibility.
council-failure-mechanics-specialistFailure Mechanics Specialist. Failure modes, load paths, instability, fracture, and damage. Use when delegated this specialist responsibility.
council-fem-specialistFEM Specialist. Discretization, element choice, boundary conditions, and numerical convergence. Use when delegated this specialist responsibility.
council-frontend-engineerFrontend Engineer. Interactive client behavior and application state. Use when delegated this specialist responsibility.
council-geospatial-analystGeospatial Analyst. Spatial joins, distances, coordinates, and geographic patterns. Use when delegated this specialist responsibility.
council-information-architectInformation Architect. Knowledge organization, notes, navigation, and information retrieval. Use when delegated this specialist responsibility.
council-instructional-designerInstructional Designer. Lessons, exercises, assessment alignment, and learning sequence. Use when delegated this specialist responsibility.
council-integration-engineerIntegration Engineer. Cross-component wiring, dependency contracts, and assembled behavior. Use when delegated this specialist responsibility.
council-interpretability-analystInterpretability Analyst. Understanding predictions, feature influence, and model failure patterns. Use when delegated this specialist responsibility.
council-literature-reviewerLiterature Reviewer. Focused evidence synthesis across a research question. Use when delegated this specialist responsibility.
council-materials-specialistMaterials Specialist. Composition, processing, structure, properties, and degradation. Use when delegated this specialist responsibility.
council-metrology-specialistMetrology Specialist. Measurement validity, calibration, precision, and error budgets. Use when delegated this specialist responsibility.
council-ml-engineerML Engineer. Model training, inference, baselines, and deployment feasibility. Use when delegated this specialist responsibility.
council-optimization-specialistOptimization Specialist. Choosing feasible decisions under an explicit objective. Use when delegated this specialist responsibility.
council-peer-reviewerPeer Reviewer. Scientific validity and whether a manuscript supports its claims. Use when delegated this specialist responsibility.
council-performance-engineerPerformance Engineer. Measured latency, throughput, memory, or compute bottlenecks. Use when delegated this specialist responsibility.
council-presentation-strategistPresentation Strategist. Slide narrative, audience decisions, and timed delivery. Use when delegated this specialist responsibility.
council-process-improvement-analystProcess Improvement Analyst. Reducing waste, handoffs, rework, and bottlenecks in workflows. Use when delegated this specialist responsibility.
council-product-strategistProduct Strategist. User value, feature priorities, and product direction. Use when delegated this specialist responsibility.
council-project-plannerProject Planner. Dependencies, sequencing, milestones, and feasible schedules. Use when delegated this specialist responsibility.
council-refactoring-engineerRefactoring Engineer. Behavior-preserving restructuring of existing code. Use when delegated this specialist responsibility.
council-release-engineerRelease Engineer. Build reproducibility, CI gates, packaging, and release readiness. Use when delegated this specialist responsibility.
council-reliability-engineerReliability Engineer. Operational resilience, degraded service, and recovery. Use when delegated this specialist responsibility.
council-reproducibility-auditorReproducibility Auditor. Whether a result can be recreated from its raw inputs. Use when delegated this specialist responsibility.
council-requirements-analystRequirements Analyst. Turning an ambiguous request into verifiable scope. Use when delegated this specialist responsibility.
council-retrieval-engineerRetrieval Engineer. Search, indexing, retrieval-augmented generation, and evidence access. Use when delegated this specialist responsibility.
council-rheology-specialistRheology Specialist. Flow curves, yield behavior, thixotropy, and measurement protocol. Use when delegated this specialist responsibility.
council-scenario-plannerScenario Planner. Robust plans under alternative plausible futures. Use when delegated this specialist responsibility.
council-scientific-writerScientific Writer. Manuscript arguments, methods, results, and limitations. Use when delegated this specialist responsibility.
council-scoutScout. Research, documentation, sources Use when delegated this specialist responsibility.
council-security-reviewerSecurity Reviewer. Authorized review of trust boundaries, permissions, and sensitive data flows. Use when delegated this specialist responsibility.
council-statisticianStatistician. Estimation, hypothesis testing, effect sizes, and sampling design. Use when delegated this specialist responsibility.
council-systems-thinkerSystems Thinker. Feedback loops, incentives, dependencies, and second-order effects. Use when delegated this specialist responsibility.
council-technical-documentarianTechnical Documentarian. Usage guides, API explanations, runbooks, and reproducible instructions. Use when delegated this specialist responsibility.
council-test-engineerTest Engineer. Acceptance tests, regression risk, and behavioral coverage. Use when delegated this specialist responsibility.
council-transport-network-analystTransport Network Analyst. Network disruption, accessibility, assignment, and resilience metrics. Use when delegated this specialist responsibility.
council-uncertainty-analystUncertainty Analyst. Sensitivity, parameter uncertainty, robustness, and predictive intervals. Use when delegated this specialist responsibility.
council-validation-auditorValidation Auditor. ML generalization claims, splits, leakage, and tuning. Use when delegated this specialist responsibility.
council-visualization-specialistVisualization Specialist. Charts, scientific figures, and quantitative visual explanation. Use when delegated this specialist responsibility.