Request Early Access ​

The HLM documentation, live demos, and upcoming model releases are in controlled early access while we prepare them for a wider release. Every request is reviewed personally — if approved, you'll receive an email with a personal access link that unlocks the full portal.

We prioritize researchers, early adopters, pilot projects, and custom large-data training on proprietary datasets.

We're also open to research collaborations with universities and institutions. If your work touches energy-based models, associative memory, interpretability, or multimodal architectures — let's talk.