Sophontic — Geometric Reasoning

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

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.

fig. ii — thesis

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.

plate — the long argument

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 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

fig. iii — method

The model and the evaluation

fig. iv — artefacts

Colophon

Structure

Delaware C-corporation