Skills & technical stack

Production-grade agentic systems, governance-aware product strategy, and operational workflows that ship — plus the tools and platforms I build with day to day.

High-level positioning

I'm not a pure UX designer, pure engineer, or pure researcher — I'm a systems-oriented AI product strategist.

AI Product Strategy

Opportunity framing, prioritization, and decision systems.

AI Systems & Workflow Design

Agentic workflows, governance models, and lifecycle design.

Product Discovery & MVP Development

Discovery, MVP structure, validation criteria, and pilots.

Automation & Analytics

Operational automation paired with measurement and iteration.

Healthcare Innovation

Trust-first AI product development in regulated contexts.

Skills & expertise

The patterns I use to turn AI into reliable systems: parallel orchestration, structured outputs, guardrails, and integration into real workflows.

AI agent engineering & orchestration

Parallel subagents, orchestrators, result synthesis

Claude skill architecture

Capability definition, prompt architecture, chaining

Prompt engineering & guardrails

Hard constraints, fallback logic, trust boundaries

MCP server development

Connect agents to CRMs, CMSes, databases

AI product strategy & governance

Evaluation frameworks, phased roadmaps

Research design & analytics

Survey validation, SQL/Python, AWS pipelines

Technical stack

A color-coded view of the tools I use to build, ship, and measure real systems.

AI models & LLMs

Claude (Anthropic)ChatGPT/OpenAIGemini/NotebookLMPerplexityDeepSeek/Open-Source LLMs

Agentic Infra

Claude CoworkClaude Agent SDKOpenAI AgentsMCP protocols

Automation

MakeZapiern8n

Data & Engineering

SQLPythonAWS RedshiftDynamoDBGoogle BigQueryVector search/RAG

Analytics & Research

Google AnalyticsTableau/Power BILooker/Data StudioAmplitudesurveyJS

Frontend & Design

Next.jsReactFigmaCanva

CRM & Marketing

HubspotSalesforceGoHighLevelActiveCampaign

Infra & Delivery

NetlifyVercelNotionAirtableAsanaSlack/Teams