AI tooling
Practical AI workflows, operator tools, internal assistants, and code-generation loops that fit into how your team already ships.
Arizona software consulting // AI tooling // ops
Old-school hacker instincts, modern AI tooling, and production-minded engineering for teams that need customer-facing systems, backend services, automations, and hosting that keeps running.
Consulting lanes
I work across ecommerce, financial trading, SaaS platforms, and other businesses where software is the operating surface. The common thread is direct, technical problem-solving from someone who has been immersed in technology since the modem era.
Practical AI workflows, operator tools, internal assistants, and code-generation loops that fit into how your team already ships.
Web apps, portals, checkout flows, dashboards, and product surfaces where speed, clarity, and reliability matter.
APIs, data models, integrations, workers, reporting paths, and operational code that keeps the business moving.
Workflow glue, data movement, vendor integrations, and recurring jobs that remove manual steps without adding mystery.
Deployment, monitoring, production fixes, upgrades, and ongoing hosting management for clients who want one accountable technical owner.
Stabilization, performance passes, migration planning, and focused debugging for systems that are already in motion.
Operating style
My workflow is AI-oriented, but the judgment is old-school: understand the machine, trace the real failure path, keep the moving parts legible, and ship in tight increments. I use modern tools aggressively without handing them the steering wheel.
Contact
Send the shape of the problem, the current stack if you know it, and what needs to happen next.