Less generation.
More decision.
Explore System One models.
Understand Laya and Jev. Find your next step.
“I was charged twice.
Can you help me get a refund?”
A predefined label, ready for a workflow.
Illustrative output — not a live model response.
Numbers you can trace to a source.
Laya & Jev benchmarks
Task accuracy, the independent Jev pilot, and a paired Chinese diagnostic.
Read the guide 02 / HARDWARELaya hardware requirements
CPU memory, GPU configurations, and the limits of minimum-spec estimates.
Read the guide 03 / COSTJev pricing & self-hosting
Jev’s public price, monthly examples, and a transparent break-even calculation.
Read the guideTwo approaches. One useful question.
Where should a decision run: in your infrastructure, or through a hosted service?
What is a
System One model?
A guide to decision-focused AI, the terminology around it, and where it fits in a real application.
Understand the category ↗A more practical starting point.
Laya vs Jev
Compare control, access, and the work each approach leaves to your team.
Read the guide 02 / LOCAL SETUPRun Laya locally
A documentation-based walkthrough, with a small classification example.
Read the guide 03 / EVALUATIONTest the decision, not the demo
A repeatable plan for accuracy, latency, cost, and the cases you should escalate.
Read the guideUseful evidence. Clear boundaries.
Official sources are linked. Illustrations are labeled. Vendor claims are not presented as our own benchmarks.