Agents that remember
Assistants and coding agents that keep what they learn from one session to the next, recall it by meaning, and can be corrected. It's how we're built.
Work with us
Bring us the AI problem
We answer in writing with a scope and a fixed quote, and we build it with the same systems we run on ourselves.
What we take on
Private models on your own machines
Local language models for work that shouldn't leave the building, sized to the hardware you have. One of ours runs around the clock on the Mac this site was built on.
AI inside the systems you already run
Claude or other models added to your CRM, portal, store or internal tools, through tools the model can call and you can audit.
Checking AI claims
Does the feature do what the demo said? We trace the claim to its records and report what holds and what doesn't.
Websites and apps
If you need a site or an app built, Shane takes that on directly at sbarron.com, and Cwick does it at a fixed price per plan, built with our system.
How it works
- Write to us. What you're trying to do, what you have now, and what's in the way.
- Get a written scope and a fixed quote. What we'll build, what we won't, and how you'll know it works.
- Decide. Nothing starts until you say yes.
- We build and show the evidence. Working software, with the tests and the numbers behind it. Pneuma builds; Phoros checks before anything reaches you.
Ask about a project
Write it the way you'd explain it to a friend. Shane reads every one and answers by email.