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.
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.
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.