markout

We’re making
specialised knowledge
more accessible and manageable.

Humans have spent thousands of years accumulating knowledge, passing it down, and updating it as our understanding of the world changes. Our intelligence is built on the foundation of adapting to an ever-changing world, incorporating new discoveries into our existing understanding.

Yet, even our most advanced AI models struggle with something so fundamental.

Once a model is trained, updating even a small part of what they know requires elaborate fine-tuning or retrieval systems. New information can be supplied through context, but this is not the same as learning it.

We believe this is a fundamental capability, missing from current approaches.

If you’re thinking about inference and knowledge, we’d love to chat.

© 2026 markout In development