blog
what we're thinking, building, and learning along the way.
expertise is the new asset
as LLMs commoditize, the differentiator is the expertise you feed them. taste, judgment, decision-making. the things that can't be downloaded.
why memory changes everything
most AI systems forget everything between conversations. we built a 3-layer memory architecture that doesn't. here's how it works and why it matters.
building in europe, on purpose
we're a german GmbH building EU-sovereign AI infrastructure. it's a competitive advantage that US companies can't replicate.
the agent quality problem
everyone's building agents. almost nobody's measuring whether they're actually good. evaluation is the difference between a demo and a product.
why we open source the core
our core platform is open source. the best infrastructure gets adopted when people can see how it works.
AI won't replace experts. it will make them infinite.
the question is whether you can capture expertise before it walks out the door.
the real cost of stateless AI
every time you re-explain context to an AI, you're paying for it. in tokens, in time, and in quality. stateless AI is expensive in ways most people don't measure.
what we mean by ownership
you own the agent. you own the memory. you own the outputs. if you leave, everything comes with you. that's the point.