- Thesis
- Today, R&D is largely a craft. We think it can become an industry, closer to the extraction of a natural resource.
- Objective
- Rethink the entire AI stack to maximize discoveries per watt.
Discovery Wells
We run autonomous R&D for companies.
- What it is
- A Discovery Well is a team of AI agents working on one of your problems, privately and continuously.
- How it works
- It proposes ideas, runs the experiments, and checks the results. Your scientists direct it.
- The record
- Most R&D is scattered across notebooks, reports, and people's heads. Here it is one graph, which you keep and build on.
The stack
We optimize the whole AI stack to get more discoveries per watt.
DiscoveriesEnergyOff the shelfOur stack
- The limit
- On off-the-shelf models and tools, autonomous research improves quickly and then levels off.
- The stack
- We optimize every layer for research: the agents, the models, how they are trained, and how they are run.
- Training
- Limite 1B - Violetto, our first model, has one billion parameters and reaches 94.01% on AIME 2026, rivalling models tens of times its size.
Results
We run these systems on our own research first.
Contact
Tell us which problem you want a Discovery Well working on.
