Research and development

On-device. 40 watts. Local. Data does not leave the building.

An AI that learns on the job. No retraining. No cloud. A small office computer.

Field notes

Research / 01

The industry is building gigawatt data centers. Ours learns on 40 watts.

Everyone assumes AI gets better by getting bigger.
Research / 02

Our AI admitted its judgment was noise. So we changed its mind.

Last post I said our AI learns on the job — 40 watts, no cloud — and that reality grades it daily. Here's what reality said first.

An AI employee's memory — every dot a lived experience, every line an association
Research instrument

Memory Atlas

Local, on-device, 40 watts. Data does not leave the building. The graph that formed from the work.

Memory Atlas — local, on-device, 40 watts. Data does not leave the building.

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