If a proof depends on a fact, the answer follows.
stable
Releasing soon
We reject the paradigm of scale.
1×
Sophontic
60×
Competitors, on reasoning evaluations
Sophontic cultivates geometric density in the substrate to achieve reasoning performance exceeding that of models up to 60× its size. We have pioneered methods of directly training the internal geometry of the model.
Observed signal
Reasoning as geometry, not mass.
The prototype is being evaluated through paired perturbations, calibrated anchors, and public transfer surfaces. The measurement standard remains stable as the rail set evolves.
60×
Larger models exceeded on reasoning evaluations.
Methodology
The perturbation paradigm.
We measure reasoning by flip rate — a paired-item test that precludes the surface-feature heuristics most models use to game conventional evaluations. The pair is the unit of measurement, not the item. Reasoning, not recall.
Inspect the eval kitChange the load-bearing fact. The answer must change.
flip
The model and the evaluation
The model
fig. iv.aA compact reasoning model.
Our first prototype demonstrates that reasoning need not scale with size.
- Compact reasoning prototype
- Scale comparison on reasoning evals
The eval kit
fig. iv.bReasoning rails, paired.
Public and synthetic reasoning surfaces, extended with paired perturbation records and released open-source.
- Calibrated reasoning rails
- Paired perturbation records