We build language models and AI systems that actually work.

We solve real-world engineering challenges with machine learning. We cover the entire journey: from curating and cleaning datasets, through model architecture and training, to reliable deployments in production environments. When off-the-shelf tools fall short, we design and build what's needed from the ground up.

A central focus of our work is the Polish language. With its rich inflection, complex grammar, and limited public datasets, Polish demands much more than blindly querying third-party APIs — it requires a deep understanding of methods and what actually happens under the hood.

We emphasize data sovereignty and on-premise deployments, including air-gapped environments once models and dependencies are provisioned locally. Local processing and data masking support GDPR / RODO and EU AI Act requirements without requiring content to be sent to external APIs. Compliance also depends on deployment configuration, use case, and organizational procedures — the tools alone do not guarantee it.