From first principles to working systems
What I do
The right engagement depends on the desired outcome.
Discovery, architecture, evaluation, build, operation — the same discipline at every stage. An engagement covers the stages the outcome requires; the rest stay with the business's own team.
How I work
Nothing claimed that isn't measured.
Define what “working” means from the problem, not the tool. Measure against reality, never one number. Tell the real result from the artifact. Report what can't yet be explained. A discipline carried from the laboratory into every system.
Latest teardown
Open-source AI, studied at the source.
Meet Betty
Start with Discovery — talk to Betty.
An AI SDR that helps clarify your use case in a short, interactive intake. Business email required. Betty is a working prototype, and an AI system.