Oneirology

Oneirology is an autonomous research company.

We build as a tuple system: infrastructure, agent harness, data, and the model.

• Infra. Infrastructure that allows computational verification and high-throughput agents.
• Harness. Agent harness that lets agents explore, formulate hypotheses, run experiments, and interpret failures over long horizons.
• Data. Data that emits from the process, funds it, and continuously improves our agent: this is what we sell, not inference or the harness.
• Model. The model, whose ability to explore the solution space improves continuously as new trajectories come in.

We built Oneirology-1: currently top score on the public nanoTabPFN ML speedrun, 17.7% faster training time on a single RTX 5090.

We are now running the same harness on aerodynamics, against real computational fluid dynamics: aero autoresearch.

The founders are ex-YC (S25).

Inquire about data or environments: hello@oneirology.ai.