source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
FRIDAY, SEPTEMBER 18, 2026
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  1. 001Hacker NewsSEP · 17English

    Jev means structured output is interesting again

    Jev is a specialized AI model that produces only structured output rather than free-form text, enabling it to generate responses in parallel rather than autoregressively. This architecture delivers dramatically faster latency (70-500ms versus seconds for standard LLMs) and enables new use cases like real-time video game playing, suggesting structured output could become a fundamental computational primitive for AI systems.

    By monkeydust
  2. 002Hacker NewsSEP · 16English

    Jev means structured output is interesting again

    Jev is a specialized AI model that produces only structured output instead of human language, enabling it to generate responses in parallel within a single forward pass rather than autoregressively token-by-token. This architecture makes Jev significantly faster (70-500ms vs. seconds for traditional LLMs) and opens new possibilities for AI applications, such as real-time game playing, though the author notes that similar performance could theoretically be achieved with existing LLM optimization techniques.

    By sylvainkalache
  3. 003Hacker NewsSEP · 16English

    Jev means structured output is interesting again

    Jev is a specialized AI model that produces only structured output instead of human language, enabling dramatically faster response times (70-500ms) and parallel processing in a single forward pass. This architectural difference unlocks new computational possibilities beyond traditional autoregressive LLMs, such as real-time game playing, though the author argues similar performance could be achieved through optimized structured output on existing models.

    By dondraper36