We train custom specialist models for your field, built from your data, your evaluations, and your experts.
A general model is sufficient everywhere and exceptional nowhere in particular. We train an open model against the work your experts actually judge, until it becomes a specialist.
Our work with PhysicsWallah: a 7B open model, RL post-trained for JEE mathematics, beats frontier models.
| Model | Accuracy |
|---|---|
| Aryabhata 1.0 | 90.2% |
| o4-mini | 85.8% |
| Gemini 2.5 Flash | 83.6% |
| Qwen2.5-Math-7B | 54.7% |
Qwen2.5-Math-7B is the open model Aryabhata was post-trained from: 54.7% to 90.2% on the same exam. Presented at the NeurIPS 2025 MATH-AI workshop. Read the paper → The model →
Aryabhata was one domain. We train specialist models for yours.
If your models need to be experts, not generalists, let's talk.