06
Capability Domains
Skills & Capabilities
Capabilities shaped by hands-on work.
A compact view of design, software, AI, mechanical, electrical, operations, and data skills.
07
Skill Clusters
07
Stack Groups
Production
Critical Environment & Reliability
Hands-on across hyperscale data centers, industrial facilities, and manufacturing floors. Uptime operations and structured root-cause discipline carried through every shift.
Data center operations (hyperscale, co-location)Chiller yard and cooling infrastructureFacility rounds, trending, and condition monitoringEPMS/BMS monitoring and alarm managementRoot-cause analysis and failure-mode eliminationPPE, LOTO, NFPA 70E / arc-flash complianceMEWP, fall protection, and ISO standardsCMMS, work orders, and compliance documentation
Diagnostic
Electrical / Mechanical Troubleshooting
Deep hands-on experience diagnosing and resolving complex electrical and mechanical failures across high-value, safety-critical systems.
Electro-mechanical fault isolation and root-cause analysisCommercial refrigeration systemsGenerator sets and power modulesWiring diagram interpretation and blueprint readingInstrumentation calibration and sensor diagnosticsPreventive and corrective maintenance
Specialist
Data Center & Facility Systems
Specialist knowledge in data center power and cooling infrastructure at hyperscale density, from switchgear to server-level power validation.
UPS, switchgear, panels, RPPs, PDUsRDHx and glycol cooling for high-density computePower redundancy and transfer testingRack energization and power validationCritical power load path managementFacility telemetry and control systems
Production
Full-Stack Product Development
End-to-end software product delivery from schema design to deployed production, with the discipline of an operator applied to software reliability. Ranked in the top 10% of builders globally on Lovable.
Shipped surfaces: marketplaces & platforms, business applications, AI tools, e-commerce, fintech, edtech, data visualization, productivity software, gamesReact 19, Next.js 15, TypeScript, Tailwind, shadcn/uiVite, TanStack Query, Zustand, Zod, Framer MotionSupabase, PostgreSQL, Drizzle, Prisma, Edge FunctionsHono, FastAPI, tRPC, REST, GraphQL, Cloudflare WorkersAuth, RBAC, Row-Level SecurityCI/CD, production deployment, Sentry / PostHog monitoring
Operating
AI Agents & Automation
Production AI surface: structured outputs, tool calling, evaluation loops, retries, and review gates wired into shipping product. Backed by a model-agnostic gateway and retrieval-aware data shape on Postgres + pgvector, with observability on every model call.
GPT-5.6 (Sol / Terra / Luna) · Claude Fable 5 / Opus 5 · Gemini 3.7 Flash / Gemini 3.1 ProPortable across Grok 4.6 · Qwen 3.8 · GLM-5.3 · Llama open weightsFamiliar with: Agents SDK, Vercel AI SDK, MCP, LangChain, LangGraph, CrewAIMCP servers, n8n, Zapier, Make, Inngest, Trigger.dev, Temporal, DagsterVector retrieval: pgvector, Pinecone, Qdrant, RedisLangSmith, Langfuse, Helicone, Arize, OpenTelemetry tracingStructured outputs, tool calling, multi-agent coordination, evals
Embedded
Product, Process & Operations
Specs, flows, and design systems built for the person doing the work, extended to P&L-aware operations leadership across manufacturing, logistics, and e-commerce.
PRDs, technical specs, and information architectureComponent libraries, design tokens, design system authorshipFigma, Framer, Webflow, LinearQuality control systems and first-pass rate optimizationSupply chain, fulfillment, WMS, inventory controlGAAP-compliant financial workflow designCross-functional team leadership and production coordinationLean / Kaizen / 5S continuous improvement
Skill Clusters
Skill clusters by working context.
Complete inventory kept available without forcing every label into the first read.
infra
09Critical Environment & Infrastructure
Building Automation Systems (BAS) · Building Management Systems (BMS) · EPMS / Power Monitoring · +6 more
infra
09Building Automation Systems (BAS)Building Management Systems (BMS)EPMS / Power MonitoringPLC ProgrammingDiesel Generators & Power ModulesHVAC ControlsPower DistributionWork Orders & CMMSWindchill
infra
12Electrical & Mechanical
Electrical Wiring · Electrical Engineering · Electrical Layouts · +9 more
infra
12Electrical WiringElectrical EngineeringElectrical LayoutsElectro-mechanical TroubleshootingElectrical TroubleshootingWiring DiagramsBlueprint ReadingElectronics RepairMechanical EngineeringMechanical AssemblyBrazingRefrigeration
infra
11Operations & Quality
Root Cause Analysis · Continuous Improvement & 5S · Lean / Kaizen · +8 more
infra
11Root Cause AnalysisContinuous Improvement & 5SLean / KaizenISO StandardsManufacturing Process ImprovementAssembly Processes & RepairMaintenance & RepairWorkflow OptimizationInspectionOSHA 10-HourLOTO / Confined Space
infra
09Logistics & Team Leadership
Logistics & Fulfillment Optimization · Warehouse Management Systems · Inventory Control · +6 more
infra
09Logistics & Fulfillment OptimizationWarehouse Management SystemsInventory ControlCross-functional Team LeadershipTeam BuildingProduction CoordinationMicrosoft Dynamics AXMicrosoft ExcelRFID Applications
ai / software
12AI Architecture
RAG & Retrieval Patterns · Agent Workflows & Orchestration · Model Context Protocol (MCP) · +9 more
ai / software
12RAG & Retrieval PatternsAgent Workflows & OrchestrationModel Context Protocol (MCP)Structured Outputs & Typed SchemasTool Calling & Function RoutingEvaluation Loops & Regression TrackingModel-Agnostic Gateway DesignRetrieval-Aware Data ShapeHuman Fallback & Review GatesBrowser Automation WorkersContext EngineeringPrompt Engineering
software / ai
11Software & AI
Full-Stack Development · AI Workflow Integration · Machine Learning Algorithms · +8 more
software / ai
11Full-Stack DevelopmentAI Workflow IntegrationMachine Learning AlgorithmsGenerative AI ToolsNo-Code / Low-Code DevelopmentUI/UX PrototypingPython ScriptingPyTorchTensorFlowPandasHTML / CSS / XHTML
software
10Design & Data
Computer-Aided Design (CAD) · SOLIDWORKS · Figma · +7 more
software
10Computer-Aided Design (CAD)SOLIDWORKSFigmaAdobe Creative SuiteAdobe PhotoshopData ModelingData AnalysisAnacondaLaser Engraving & CNC RoutingLightburn
Technology Stack
Tools used when the work calls for them.
Grouped for review, not inflated into a shopping list.
ai
16AI / Generative Systems
GPT-5.6 Luna · GPT-5.6 Sol · GPT-5.6 Terra · +13 more
ai
16GPT-5.6 LunaGPT-5.6 SolGPT-5.6 TerraClaude Fable 5Claude Opus 5Gemini 3.7 FlashGemini 3.1 ProGrok 4.6Qwen 3.8GLM-5.3Llama open weightsAgents SDKVercel AI SDKModel Context ProtocolStructured outputsOpen-weight / self-host aware
ai / software
08AI Coding Harnesses
Claude Code · Codex CLI · Gemini CLI · +5 more
ai / software
08Claude CodeCodex CLIGemini CLICursorGitHub CopilotLovablev0Replit
software
11Frontend
React 19 · Next.js 15 · TypeScript · +8 more
software
11React 19Next.js 15TypeScriptTailwind CSSshadcn/uiRadix UIViteFramer MotionTanStack QueryZustandZod
software / ai
17Backend / Data
Supabase · PostgreSQL · Drizzle · +14 more
software / ai
17SupabasePostgreSQLDrizzlePrismapgvectorPineconeQdrantRedisFastAPIHonoNode.jstRPCRESTGraphQLEdge FunctionsCloudflare WorkersRBAC
software / ai
11Automation / Orchestration
MCP servers · n8n · Zapier · +8 more
software / ai
11MCP serversn8nZapierMakePipedreamInngestTrigger.devTemporalDagsterPrefectAirflow
software / ai / infra
09Observability
LangSmith · Langfuse · Helicone · +6 more
software / ai / infra
09LangSmithLangfuseHeliconeArizeOpenTelemetryDatadogGrafanaSentryPostHog
software
14Design / Media
Figma · Framer · Canva · +11 more
software
14FigmaFramerCanvaWebflowLinearMidjourneyRunwayElevenLabsRiveSplineBlenderAdobe CCUE5DaVinci Resolve