fig. i — the other sophont, observed soph·ont · n. one capable of reason

Releasing soon

We reject the paradigm of scale.

Sophontic cultivates geometric density in the substrate to achieve reasoning performance on public benchmarks exceeding that of models up to 60× its size. We have pioneered methods of directly training the internal geometry of the model.

fig. ii — thesis

Observed signal

Reasoning as geometry, not mass.

Sophontic model scale
60×
Larger models exceeded on reasoning evaluations
5
Public benchmark rails, paired for perturbation testing
Soon
Prototype model and eval kit release

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 benchmarks. The pair is the unit of measurement, not the item. Reasoning, not recall.

Inspect the eval kit
Flip-rate instrument paired item
canonical

If a proof depends on a fact, the answer follows.

stable

perturbed

Change the load-bearing fact. The answer must change.

flip

surface matchers fail reasoners remain coherent
fig. iii — method

The model and the evaluation

fig. iv — artefacts

Colophon

Company

Sophontic, Inc.

Structure

Delaware C-corporation

Founded

2026

Contact

contact@sophontic.ai