Building intelligence for governance.
We train, distill, and deploy on unstructured data at scale: video, documents, and beyond, for systems that serve the public. Low latency inference infrastructure, built and operated in production.
Where we push the frontier
Cutting-edge systems built on all forms of unstructured data.
Multimodal understanding
Video and document ingestion at scale, cross-modal reasoning, and unified representations for real-world unstructured data.
Model training at scale
Fine-tuning, preference optimization, and custom architectures built for domain-specific government workloads.
Knowledge distillation
Compress frontier capability into deployable systems without sacrificing the accuracy public institutions require.
Production AI systems
Low latency inference infrastructure, production deployments, and rigorous evaluation for AI that runs at scale, not in demo environments.
Fundamentally redefining how governance works.
Mission-driven work for government. An India-based team building AI systems for problems at global scale, where the stakes are real and the impact is measurable.
How we work
Small team. High bar. Engineers own problems from research through production.
Small teams, big ownership
Engineers own problems end-to-end, from data pipelines to model deployment. No handoffs, no bureaucracy.
Research-grade rigor
Evals, reproducibility, and papers where they matter. We measure what we ship and publish what we learn.
Build what ships
Not demo-ware. Our models and low latency infrastructure run in production systems that serve the public, every day.