THE EVIDENCE SHELF

Reports. Working code.
Actual constraints.

Go beyond product descriptions: inspect published measurements, project demonstrations, hardware configurations, and public pricing.

Task accuracy, the independent Jev pilot, and a paired Chinese diagnostic.

CPU memory, GPU configurations, and the limits of minimum-spec estimates.

Jev’s public price, monthly examples, and a transparent break-even calculation.

Open-source cases & demonstrations

A local agent judge, a browser-agent video, and archived paired tests.

Code, installation, benchmark scripts, and source data.

The official price and billing basis for Jev.

AbdelStark’s 300-example pilot with metrics and protocol.

Reviewed September 27, 2026. Reported measurements are attributed to their authors; Atlas has not rerun inference.