Our capabilities
The right model, in the right place, for the right reason. We engineer systems around your constraints—not around the largest available model.
We deploy small language models directly to end-user devices, routing complex reasoning tasks to secure cloud infrastructure when needed.
Reduce recurring inference costs and latency. Right-size compute for everyday tasks, with less reliance on energy-intensive frontier models.
Supervised fine-tuning and QLoRA adapt open-weight models to specific operational domains, optimized for constrained hardware.
Improve performance on targeted tasks and make high-engagement products economically viable—from language tutors to interactive reading companions.
Local processing by default, explicit data boundaries, and AI guardrails designed around the people using the system.
Protect corporate IP and support compliance requirements. Enable privacy-conscious applications in enterprise, education, and healthcare-adjacent environments.
Projects. Fractional leadership. New possibilities.