Writing about building with AI
Field notes on shipping software with AI agents, product & delivery craft, and lessons from real builds — written in the open.
Read the blogConsulting + Build Studio · San Diego
Part consultant, part builder. Program Edge helps small and mid-size teams turn strategy into shipped products — websites, apps, and AI tools — and a real edge over the competition. Built with you, not just for you.
10+ years delivering technology programs across Sony · Intuit · Dexcom · ServiceNow · Universal Music · Disney.
What I do
Whether you need working software in your users’ hands or a clear plan to get there, you get a senior partner who has shipped both — in regulated medtech, enterprise AI, and lean startups.
Building
For teams that need something real — designed, accessible, and shipped.
Consulting
For teams that need direction, momentum, and delivery they can count on.
Latest client build
A mobile-first, accessible website for Center X, an equine-therapy nonprofit — researched, designed, and built collaboratively, end to end.
Center X Equine Therapy
Programs, services, donations, and volunteer flows — shaped together with the client, and fast on a phone. Interact with the live site in the frame.
Live preview — this is the real, deployed site embedded below.
Selected work
A mix of open-source tools, AI products, and client sites — each shipped end to end.
An Apache-2.0 framework that detects when AI agents skip tool calls or fabricate outputs — silent failures invisible to normal observability. 310 tests, 5 framework adapters, live dashboard.
View projectAn automated analysis agent covering 55+ financial assets with a 3-layer risk engine, built on Python, Claude, yfinance, and FRED — deployed daily via GitHub Actions.
View projectNotes from the work — how I build with AI agents, what works, and what I’m learning in the open.
Read the blogCase studies and the story behind each build — problem, approach, and outcome.
View all workExperience delivering for
Latest from the blog
How I build with AI agents, what works, and what I’m learning in the open.
Field notes on shipping software with AI agents, product & delivery craft, and lessons from real builds — written in the open.
Read the blogWhy “together”
I’m Victoria Crosby. For 10+ years I’ve led complex technology programs — FDA-cleared medical devices at Dexcom, AI and computer-vision products at Sony, and enterprise data platforms at Intuit — and I build my own software in the open.
The thing I care about most is how we work: embedded with your team, sharing context, and making decisions together. You get a senior collaborator, not a hand-off.
More about me
Tell me what you’re building or where you’re stuck. I read and reply to every message personally.