3 min read
Architecture
Your AI System Needs a Deletion Path
Deleting an uploaded file is only one step. Design and verify deletion across extracted text, search indexes, saved answers, logs, caches, and backups.
Engineer. Technical leader. Independent thinker.
Technical leadership
for software and AI companies.
I take responsibility for architecture, engineering delivery, and production, connecting technical decisions to what the business needs.
20+ years in software engineering12 years of formal team leadershipPhD in computer science
How I work
The whole system.
From decisions to production.
I stay directly involved in the systems and decisions I take responsibility for, from architecture through implementation and production.
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Technical direction
Connect architecture and engineering investment to what the business actually needs.
Engineering leadership
Clarify ownership, remove delivery bottlenecks, and help technical leaders take responsibility.
Production AI
Bring evaluation, reliability, cost, and failure handling into the system from the beginning.
Notes from the work
Recent writing.
6 min read
AI & ML
BranchOne: A System One Decision Model
BranchOne is a System One decision model that scores supplied choices from text and optional image input, returning probabilities and a selected choice.
3 min read
Architecture
Before Building an MCP Integration, Try the CLI
Before building an MCP integration, test whether an existing CLI meets the agent's needs. Weigh maintenance, permissions, reliability, and workflow fit.
A project of my own
BranchOne
I built BranchOne, a System One decision model that scores supplied choices using text and optional image input, with workflows for training, evaluation, and inference.
Inside the modelA little more about me
Engineering depth.
A wider view.
I’m a PhD computer scientist, CTO, and hands-on technical leader. My experience across software, infrastructure, data, and machine learning informs how I make decisions and take responsibility for the wider system.
More about me