Tony Dinh(@tdinh_me):Very cool. I think models like Jev are not new, but what makes it different is that it is a general classifier and it is FAST and CHEAP. Any Jev demo that doesn't use the fast/cheap aspect could be done with an existing model we've had for years.

Tony Dinh

@tdinh_me

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Tony Dinh@tdinh_me

2026.09.18 04:26

Very cool. I think models like Jev are not new, but what makes it different is that it is a general classifier and it is FAST and CHEAP. Any Jev demo that doesn't use the fast/cheap aspect could be done with an existing model we've had for years.

Eric Zhang@ekzhang1

2026.09.17 18:22

Inspired by @typesafeai , here is a Jev-compatible public API to play with It runs a comparable open model (Qwen3.6-35B-A3B), and just uses SGLang radix cache to preserve the prefill reuse / really fast parallel systemone generation - 64 tasks in <1s.