Ethical
Technology should be a glass box, not a black box. We reject the "move fast and break things" dogma in favor of mechanistic interpretability and radical transparency. We believe that true safety comes from understanding—knowing not just what a model does, but how it thinks.
Efficient
Intelligence should not require a supercomputer. We are dedicated to maximizing "Expressive Bandwidth"—engineering Nano-LLMs and optimized architectures that do more with less. We prove that smart engineering beats brute force scaling.
Sustainable
The future of AI cannot be built on infinite energy consumption. By solving "Attentional Collapse" and reducing structural redundancy, we create systems that are computationally lightweight and ecologically viable. Sustainable code is the only code that lasts.