Fractal Scaling Cost Explorer

Deterministic reasoning · Cost collapse · Near‑linear scaling

Reasoning at scale shouldn’t explode in cost.

This demo shows how the Oikonomia substrate performs a full reasoning pass at billion‑token and trillion‑token scales — with deterministic, reversible execution and near‑linear cost. Compare it to a naive baseline and see the collapse in operations.

Enter a sequence length and query count, or choose a preset. We simulate a naive baseline vs a fractal reasoning pass using a streaming analytic model, estimate operations, and convert that into an infra cost. This is the physics of post‑Transformer reasoning.

Run the Trillion‑Token Scaling Explorer (Docker)

The GPU‑verified scaling operator is available as a reproducible container image. Includes the 32K, 1M, 100M, and 1B demos, and supports custom trillion‑token runs.

docker pull ji3434/scaling-explorer:latest
docker run --gpus all ji3434/scaling-explorer:latest

Deterministic · Reversible · Billion‑token verified · Trillion‑token capable

Fractal Scaling Cost Explorer

Reasoning at scale shouldn’t explode in cost.

Run the Trillion‑Token Scaling Explorer (Docker)

Presets