A ball drops onto a loss surface and rolls to its lowest point; each time it settles, a new problem is decoded.
PyMC Labs
We both work at PyMC Labs, whose clients include:
Selected work
At PyMC Labs
Consumer Edge
Synthetic consumers built from transaction data, checked against real purchases.
Details
Includes semantic similarity rating (SSR): language-model consumers stating purchase intent, scored against real survey answers.
Where we both work
PyMC Labs
The agent platform and evaluation systems behind the firm's client work.
Details
Derick leads development of the shared LLM agent platform; Carlos runs its production infrastructure.
Independent
ExxonMobil Philippines
Lapsed accounts, ranked by past business.
Details
Order history matched account by account.
At Nuts & Bolts
Challenger, Gray & Christmas
Rebuilt a legacy sales-commission system and built an AI-era applicant tracking system.
Details
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
Cheerful
Core engineering on an AI influencer-marketing platform for US brands.
Details
Durable workflows, cost metering, and reply drafting with evaluations.
Independent
BG Products
Sales visits set against the orders that followed.
Details
Visit logs joined to order history, rep by rep.
Independent
Mama Sita's
A brand site that shows the range through the dishes it's made for.
Details
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.
Contact
We build data systems and software, and test that they work.
Tell us what you're working on.