Senior AI/LLM engineer and founding engineer focused on scalable Django/Python backends, production AI systems, and cloud infrastructure for healthcare products.

My recent work spans backend architecture, AI health tools, AWS optimization, GraphQL APIs, and Flutter-connected mobile platforms. I focus on systems that are reliable, observable, cost-aware, and practical to operate after launch.

In AI systems, I care most about the pieces that make products dependable after the demo: routing, grounding, source metadata, Langfuse evaluation loops, Strands agent behavior, observability, and operational controls.

Recent work includes:

Background

I have 14+ years of experience shipping software across mobile, backend, cloud, and AI systems. I started in Swift/iOS, moved through TypeScript and Node.js, and now work primarily in Python, Django, Postgres, AWS, and LLM infrastructure.

Before moving into healthcare AI, I spent 13 years as the sole technologist at Sherwood Development Company, where I owned software, automation, web systems, integrations, and technical operations end to end.

What I Write About

  • AI/LLM Engineering: agent architectures, RAG design, eval harnesses, prompt systems, model routing, and production observability
  • Full-Stack Architecture: Django, PostgreSQL, GraphQL, AWS infrastructure, streaming APIs, and mobile/backend contracts
  • Senior Engineering Practice: debugging complex systems, making tradeoffs explicit, and turning production lessons into reusable patterns

Tools I Reach For

AI/Agents: RAG pipelines, MCP servers, multi-agent orchestration, LLM-as-judge evals, model routing, vector search, AWS Bedrock, Claude

AI Platforms: Langfuse, Strands Agents, Pinecone, Cohere, pgvector, Titan embeddings

AI Dev Tools: Cursor custom rules/skills, Claude Code, MCP servers, agentic development workflows

Backend: Python, Django, GraphQL, Go, Node.js, REST APIs, PostgreSQL

Cloud: AWS ECS, Lambda, Bedrock, Aurora, S3, Docker, GitHub Actions

Frontend & Mobile: Flutter, SwiftUI, Vue.js, React

Elsewhere