Laya

Everything Fervor AI has published that touches Laya — 5 pieces, newest first.

• DeepOpen Turns LLM Classification Calls Into a Small Model You Train Yourself

  DeepOpen can replace fixed-choice LLM calls with a 421M-parameter encoder that answers in milliseconds, but its own reports say the accuracy comes from fine-tuning on…

• The deepopen README Contradicts Itself, and the Trending Board Only Reads the Top

  The Chinese summary at the top of the deepopen README asserts as measured the exact Jev comparison the English body below it says was never measured by the authors, and…

• Briefing · September 21, 2026 · morning

  The agent stack spent the weekend arguing about where a decision gets computed, pushing it up into a cluster runtime or down onto a laptop, while the first shared test…

• Decision Models Report High Confidence on Inputs They Cannot Read

  A decision model's confidence score measures how sharply the probability mass concentrates among the options you supplied, which makes it a reliable signal for ambiguity…

• Briefing · September 19, 2026 · afternoon

  Four days after one lab shipped a model that only returns a decision, the ecosystem produced a browser clone, an open-weight rival with a priority claim, and a framework…