

A ball drops onto a loss surface and rolls to its lowest point; each time it settles, a new problem is decoded.
We both work at PyMC Labs, whose clients include:










At PyMC Labs
Synthetic consumers built from transaction data, checked against real purchases.
Includes semantic similarity rating (SSR): language-model consumers stating purchase intent, scored against real survey answers.
Where we both work
The agent platform and evaluation systems behind the firm's client work.
Derick leads development of the shared LLM agent platform; Carlos runs its production infrastructure.
Independent
Lapsed accounts, ranked by past business.
Order history matched account by account.
At Nuts & Bolts
Rebuilt a legacy sales-commission system and built an AI-era applicant tracking system.
Their commission flow ran on a 2010 Access database whose developer had left. We migrated and automated it, one of the core accounting flows for a sales-heavy firm. Then a new applicant tracking system built around current AI.
At Nuts & Bolts
Core engineering on an AI influencer-marketing platform for US brands.
Durable workflows, cost metering, and reply drafting with evaluations.
Independent
Sales visits set against the orders that followed.
Visit logs joined to order history, rep by rep.
Independent
A brand site that shows the range through the dishes it's made for.
Recipes as the way in from search, the brand's own archive art, and pages that hold up on a phone at a trade-fair booth.
We build data systems and software, and test that they work.
Tell us what you're working on.