grep ./tags
Everything published under the “system-1” tag.
3 posts
An exhaustive technical teardown of Jev (Jev-1 / 1.13): non-autoregressive architecture, parallel typed question evaluation (noul, choice, score), Python/TypeScript SDKs, and performance telemetry vs GPT-4o.
A rigorous technical comparison between Jev, Laya, and Kev across latency, total cost of ownership (TCO), data sovereignty, and fine-tuning flexibility. Which model fits your software architecture.
A conceptual and mathematical deep dive into prefill-only decision models. Why forcing generative LLMs into JSON structured outputs is an architectural flaw, and how Jev, Laya, and Kev establish a new standard.
