You do not need the mathematics. You do need a model of what is happening, because almost every surprising behaviour becomes predictable once you have one — and stays baffling without it.
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A question about meaning that we are not equipped to settle. What is answerable is the engineering version: it produces outputs consistent with understanding across a wide range of tasks, and it fails in ways a person who understood would not. Design for the second observation and you will build systems that hold up.
Not within a conversation and not between them — the weights are frozen. Some providers may use submitted data for future training depending on your agreement, which is a contractual question rather than a mechanical one, and one worth checking rather than assuming.
Sampling. The model gives probabilities and something picks from them, with deliberate randomness. You can reduce it with temperature settings, and reducing it makes output more consistent rather than more accurate — a distinction worth keeping straight.
Most AI project problems we are called into are explained by one of the five mechanisms above.
30-minute technical call · no deck
What we built, what stage it is at, and a link to the live thing wherever there is one.
yourOS is an operating system with an AI at its heart. You talk to it like a person, out loud or typed. It makes your calls, plans your days and works on your projects with a crew of agents, on your own private server. Our own product, built from the first commit; the waitlist is open.
Website, backend and app assets for Sonora, a free AI sound-therapy app on iOS and Android published by Cognitive AI.
Brand, website, prototype, apps on five platforms, the AI backend and the algorithm-intelligence pipeline for Podswap, a social growth engine that runs without a human in the loop.
In closed beta: Roxy, a private AI assistant with permanent memory running on infrastructure the user owns. Brand, site, product, backend and conversational design.
Live at coherence.com: brand identity generated with AI agents we directed, the motion system and website for the group behind Sonora, AboutAI, WakeUp and MudShadows. Agent work remains in build.
Live at domainbooth.com for DomainBooth, a premium domain brokerage: a new animated mark, every page redesigned and rebuilt with designed mobile layouts, and a custom CMS for its sales record, featured names, press and enquiries.
Apps, platforms and campaigns for these teams, long before the AI work. Every one is written up on the work page — what we did, and where our part ended.
