Expertise

Areas where I go deepest today.

A straightforward view of the technical domains I spend the most time building, studying, and writing about.

Expertise

Where my strongest expertise sits today.

Web and mobile remain part of my background, but the work I most want this site to represent is AI/ML, agent engineering, and blockchain systems.

AI agents and agent infrastructure

The strongest current emphasis in my work is building agent systems that combine models, tools, retrieval, and review loops into workflows that can do useful work reliably.

  • Multi-step agent workflows
  • Tool-integrated automations
  • Retrieval and knowledge grounding
  • Structured generation pipelines
  • Human-in-the-loop review
  • Evaluation and quality feedback

Applied AI and ML systems

A second major theme is turning AI/ML capabilities into real product systems, especially where reliability, observability, and operating constraints matter.

  • LLM application architecture
  • Embeddings and semantic search
  • Prompt and output design
  • Model-assisted workflows
  • Operational automation
  • AI-aware product experimentation

Blockchain engineering

Blockchain remains a core expertise area, especially where smart contracts, trusted data flows, and hybrid on-chain and off-chain architectures intersect with real products.

  • Smart contract design
  • Ethereum and EVM tooling
  • Upgradeable contract patterns
  • Identity and trust architectures
  • Private and public chain integration
  • Applied Web3 system design

Approach

How I think about the work.

A few principles that show up repeatedly in how I build, evaluate, and write about systems.

I care more about production behavior and system clarity than demo-only polish.

I am interested in agents that can do real work with context, tools, and feedback loops.

I like combining AI capability with disciplined engineering and evaluation.

I see blockchain as infrastructure and system design, not as branding language.

I use writing as a way to sharpen technical thinking and document tradeoffs.

My broader web and mobile background still helps me think end to end.