Existing Business
AI Integration
Pick one real workflow, test whether AI belongs in it, and define the data, review, and rollback path before more prototype time is spent.
Open linkProjects
This page remains for older links while the main site shifts from placeholder project cards to concrete service pages, proof, and applied systems guidance.
Existing Business
Pick one real workflow, test whether AI belongs in it, and define the data, review, and rollback path before more prototype time is spent.
Open linkNew Products
Move from a working demo to a launch design with clear boundaries, permissions, evaluation, cost controls, and support paths.
Open linkSystems Delivery
Bring up, validate, and automate infrastructure where hardware behavior, cooling, networking, storage, Kubernetes, and operator workflows all matter.
Open linkLeadership
Engineering leadership support for teams that need decisions, review discipline, hiring support, and customer-commitment judgment while the organization scales.
Open linkInvestment Support
Pressure-test architecture claims, infrastructure economics, delivery risk, and differentiation before an investment or partnership decision.
Open linkRoles
I am open to Staff Engineer, Director, and VP of Engineering roles where infrastructure delivery, product judgment, and operator credibility need to sit close together.
Open link