Engineering
I spend most of my time at the intersection of AI and software engineering — building harnesses that let agents do the heavy lifting while humans stay in the driver's seat.
Activity
From PRD to Production.
MCP UI for Azure MCP
Your own personal AI assistant. Any OS. Any Platform. The lobster way.
An interactive comparison matrix for 150+ Microsoft AI products.
A parallel build of Claude Code that unlocks feature-flagged capabilities.
Agentic Engineering
Building AI-powered development harnesses that pair Claude with structured workflows — plan, implement, validate — to ship production code at speed without sacrificing quality.
Harness Architecture
Custom toolchains that orchestrate LLM agents across codebases: automated code review, multi-file refactors, test generation, and deployment pipelines all driven by natural language.
Human-in-the-Loop Systems
Designing feedback loops where engineers stay in control — approving plans, steering iterations, and catching edge cases — while agents handle the mechanical work.
Screenshots
Coming soon — screenshots of agentic workflows and harness UIs.