Research for the next regime.
We study the transitions that reshape intelligent systems: how they learn, scale, reason, and alter the world around them.
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Epoch AI Labs is an independent research lab working at the thresholds where scale changes behavior, existing evaluations break down, and new scientific language becomes necessary.
Our work currently spans:
- Emergent capabilities - identifying when quantitative improvements produce qualitative shifts in model behavior.
- Evaluation science - building measurements that remain meaningful as systems become more general and adaptive.
- Machine reasoning - studying the structures, limits, and failure modes behind increasingly capable reasoning systems.
- Model topology - locating and testing the internal structures that shape behavior, with an emphasis on precise and auditable intervention.
Build the instrument. Run the experiment. Publish what survives.
We replace broad claims with falsifiable hypotheses and inspectable evidence. Our research artifacts are designed to expose methods, controls, uncertainty, limitations, and failed approaches alongside results.
| Principle | In practice |
|---|---|
| Measure before declaring | Claims begin with experiments, baselines, and controlled comparisons. |
| Make uncertainty visible | Confidence is an output of the research, not a property of the presentation. |
| Work in the open | Reproducible methods and honest limitations belong in the scientific record. |
We are developing methods for understanding, modifying, combining, and compressing neural networks while preserving unrelated capabilities. Our near-term work centers on behavioral circuit audits: finding small, behavior-associated model regions, testing whether they are causal, and measuring the collateral effects of changing them.
We use open-weight models as experimental substrates. Released systems must show a measurable change, controlled comparisons with standard baselines, and reproducible evidence explaining how the result was produced.
Independent research for the next regime.