Builds
Software, systems, experiments, books, and AI skills. Different forms, one recurring instinct: make the complicated thing usable.
Operator proof
Book + AI skill
A full book and executable AI-agent skill for moving customer support from chatbot theater to a trustworthy operating model.
I wrote the field guide for the AI support migration — and shipped it as a working AI skill.
Grounded AI agent
A live onboarding intelligence agent that maps how a team actually works from GitLab and Notion signals, then proposes a safe first task.
AI applied to a real org problem — grounded in how teams actually work, not how the wiki says they do.
Competed in the national Google Cloud Rapid Agent Hackathon.
Hiring signal
An AI job-fit analysis tool for customer-facing technical roles — built from a career of hiring for them.
I know this talent market from both sides of the table — well enough to ship a product for it.
The Lab
Built because I couldn't not build them. The instinct is the same one I bring to the work.
Political simulation
A 48-turn political simulation that makes sustainable peace winnable, difficult, and legible through the systems surrounding it.
Built at an AWS Loop Hacking hackathon.
Therapeutic software
A therapeutic writing environment inspired by EMDR, designed to help difficult thoughts move instead of harden.
Learning experience
Interactive browser missions that teach Ada and SPARK through small systems bugs, compiler-style feedback, and proof.
Human ↔ agent network
Where humans and agents find each other, signal what they need, and show what they can do.
Community project
A larger bet on making Ada delightful again with an in-browser proving ground, SPARK, and an MCP kit for AI coding assistants.
Generative music
A concert-hall playground for generating original music inspired by classical composers while learning how their styles work.
Built as an experiment with Grok 4.5.
That is usually where the useful conversations begin.