Innovation

9 sources

r/LocalLLaMA 2026-09-16
Qwen3.5 4B + grabbing logits is almost "Jev"? Or even just Qwen Reranker?

u/theoleecj_n

Saw the new Introducing System One Models & Jev - TypeSafe AI Blog Jev model which just outputs probabilities given choices and I thought it sounded a something the Qwen reranker models could do? Then I tried implementing it and got even better resul...
r/LocalLLaMA 2026-09-16
Openjev

u/Mysterious_Hearing14

https://huggingface.co/AlexWortega/openjev I build an openjev, it can play games and do everything what jev can. and yes - it's trained as crossencoder
r/artificial 2026-09-17
What do you think about Jev and RLCD in general? (Here is my personal take)

u/Haghiri75

Last night my X feed was bombarded with Type Safe AI's Jev model and their technique of RLCD. I am glad to find models which can do things with less money and compute power but I honestly couldn't understand what did they do except making a very good...
r/LocalLLaMA 2026-09-17
IFM/K2-Horizon-7B-Uno · Hugging Face - 5200tps with no quality loss

u/Zulfiqaar

IFM released K2-Horizon-7B , diffusion augmented LLM at upto 5200 tps, with claimed lossless speedup. causal LLM architecture and adds a plug-and-play diffusion adapter alongside the autoregressive weights. https://arxiv.org/abs/2609.04010
r/LocalLLaMA 2026-09-17
Ternary Bonsai 2 (27B) just released on Hugging Face. At <6GB in size, it can even run locally in-browser on WebGPU.

u/xenovatech

The model is derived from Qwen3.8-27B, a 27B hybrid-attention causal language model (architecture unchanged), but uses ternary weights to shrink model size down to <6GB in size. According to the model card, it's 9x smaller than FP16 while retaining 9...
r/LocalLLaMA 2026-09-17
Ternary Bonsai 2 27B

u/No-Name-Person111

r/LocalLLaMA 2026-09-18
still doesn’t get what Jev is…..is it just a more generalised BERT?

u/AdRepulsive7837

Looking at jev launch website and demo video on x.com…. it seems like it’s a very intelligent classifier with custom prompt and custom criteria instruction reading capabilities. It can do well defined narrow and well defined task Me, following NLP si...
r/LocalLLaMA 2026-09-18
Ternary Bonsai is a headless chicken

u/notadithyabhat

Ternary Bonsai 2 27B Tried it out and was excited. Gave it a prompt "create a 3d little planet globe where I (player can walk around) and it has all these biomes to explore, the globe doesn't have to be too big, but still fun to go around. It's about...
r/LocalLLaMA 2026-09-18
Made the horizontal open-source model for Jev with RLCD, and it surpasses all the Jev benchmarks. HF space, benchmark, model, repo

u/Nandakishor_ml

Thanks for the exceptional support ( https://www.reddit.com/r/LocalLLaMA/comments/1wijo3e/i\_literally\_built\_the\_jev\_architecture\_one\_year/ ) and for the dozens of requests to make a generic model, run benchmarks, and create an HF space so anyo...

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