Public research axes

These axes describe the questions MMKDEV works on. They do not describe any internal architecture or specific system.

1. 01

   AI efficiency

   Getting better results with less compute, less memory, and less energy.

2. 02

   Local and hybrid AI

   Running models locally, or in a local/remote combination based on actual need.

3. 03

   Model independence

   Designing systems that don’t depend on a single model provider.

4. 04

   Open GPU ecosystems

   Exploring open alternatives to proprietary GPU software stacks.

5. 05

   Verifiable autonomous systems

   Designing systems that act autonomously while remaining checkable.

6. 06

   Hardware / software co-design

   Thinking through hardware constraints and software choices together, not in sequence.

7. 07

   Digital sovereignty

   Reducing dependency on closed infrastructure or single-jurisdiction providers.

8. 08

   Open-source infrastructure

   Building the open software foundations the axes above rely on.