LocalStudy

Every box and model, evaluated in the open.

One question runs through everything we ship: is it defendable? Proven, not promised — the receipts are public, and anyone can check them.

DiabeticDaily — held-out medical text

vs. base model

DiabeticDaily-4B

DiabeticDaily-9B

Cooked once on our own compute, then shrunk small enough to run on the box in your house. See the models on Hugging Face →

How we make it defendable

No silent claims. Every model earns its place through the same three steps, in public.

01 · Cited data

Trained on cited diabetic and medical data — sources you can trace, not a mystery blend.

02 · Held-out eval

Measured against the model it started from, on text it never saw in training. The uplift is the proof.

03 · Public receipts

Numbers, methods, and weights are public on DiabeticLedger and Hugging Face. Don’t trust — verify.