About Precog Labs
Precog Labs is the company behind CRBRL. We work on the problems most teams route around: the ones that need real research, careful engineering, and the patience to get the maths right before the marketing.
Proprietary products · bespoke enterprise work · regulated-industry depth.
Precog Labs runs two complementary lines of work. The first is proprietary products — systems we research, build, and own end to end. CRBRL, our compression-native database for AI memory, is the first of them. The second is bespoke, contract-based services: enterprise AI and blockchain solutions built around a client's real constraints, with particular depth in regulated industries — finance, healthcare, and government.
Both lines share the same standard. We start from the research and the mathematics, not from a slide. When a claim matters, it should be checkable — which is why CRBRL is built on peer-reviewed work (TurboQuant · arXiv:2504.19874) rather than an internal benchmark no one outside the building can reproduce.
And we ship real systems. The products run; the client work goes to production. We partner closely with the people we build for, stay through the parts that are genuinely difficult, and treat the regulated, high-stakes corners — where most of the value and most of the risk live — as our home ground.
Systems we research and own from the ground up. CRBRL is the first — a compression-native, disk-persistent database that holds AI memory in roughly an eighth of the space, at the same retrieval quality.
Contract-based AI work shaped around a client's data, model, and constraints. We design and build the system, then stay through the integration that usually decides whether it works.
On-chain and hybrid systems where correctness and trust are not optional. We handle the protocol-level work and the integration into the systems a business already runs.
Finance, healthcare, and government, where compliance, audit, and data residency are part of the brief. We treat those requirements as design inputs, not afterthoughts.
Engineers, researchers, and operators who would rather solve the difficult part than route around it.
We hire for craft, candour, and people who make the work better. Technical or not, if you want somewhere serious to do your best work — come and say hello.
Join the team →Developers, early adopters, and the people kicking the tyres. See what others are building and find your way in.
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