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Sieve
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Scope and safeguards

What it covers, who it is for, and the hard rules that hold whatever the model says.

Device classes

Oxygen concentrators (two models with cited indicator tables, six more with manuals indexed), suction pumps and pulse oximeters indexed for retrieval.

Offline

With no internet, the same pipeline runs on a laptop GPU with NVIDIA Nemotron Nano 9B v2: a full cited diagnosis in about a minute, with every safety rule intact.

Photo identification

Two different vision models read every nameplate, and Sieve opens a manual on its own only when both agree. Below 60 percent confidence the technician chooses from the top matches; Sieve never guesses.

Training Mode

A simulator driven by the manuals' indicator tables. It is labelled as such in every frame and is not a substitute for hands-on training.

Scope

Equipment-maintenance guidance for trained staff, grounded in manufacturer and WHO documents. Not medical advice. Not a replacement for a biomedical engineer: Sieve transfers the first 107 skills and escalates the rest.

What Sieve refuses