HEAD TO HEAD

bekko-system-one vs laya-noulxp-gpu

Q: Can I run bekko-system-one or laya-noulxp-gpu locally?

Yes, both: systemone pull hotchpotch/bekko-system-one and systemone pull convai-innovations/laya-noulxp-gpu download the weights.

Yuichi Tateno (hotchpotch): bekko-system-one and Convai Innovations: laya-noulxp-gpu, compared on what they decide, where they run, what they cost and what their publishers report.

The short version

Both have open weights you can download and run.
Both answer choice, noul and score questions.
Only laya-noulxp-gpu answers classify and route.
bekko-system-one is the smaller model, at 395M parameters to 421M.
bekko-system-one is licensed other; laya-noulxp-gpu, apache-2.0.

Property	hotchpotch/bekko-system-one	convai-innovations/laya-noulxp-gpu
Summary	Ultra-small English encoders (17M, 68M and 395M) fine-tuned from Ettin rerankers. Each answers choice, noul and score questions with a probability per candidate and no generated text. Experimental v0 by one developer; the weights have no licence assigned yet.	Unofficial NoulXP package of Convai Innovations' Laya (English) (Apache-2.0), fp16: checked against the model's own answers, none changed. Not made by Convai Innovations.
Decides	choice, noul, score	choice, score, noul, classify, route
Architecture	bekko	laya
Fine-tuned from	cross-encoder/ettin-reranker-400m-v1	convai-innovations/laya
License	Unassigned: the weights licence is not finalised (treated as non-commercial); training code MIT	apache-2.0
Availability	Open weights	Open weights
Hosted by	—	—
Input price	—	—
Decision accuracy	—	—
Calibration error	—	—
Valid action rate	—	—
Median latency	5 ms	—
p95 latency

Figures are from each model’s manifest; accuracy and latency are what the publishers report, on their own suites and hardware. Add a third model.

Questions

What is the difference between bekko-system-one and laya-noulxp-gpu?

bekko-system-one is from Yuichi Tateno (hotchpotch) and laya-noulxp-gpu from Convai Innovations. Both have open weights you can download and run. Both answer choice, noul and score questions. Only laya-noulxp-gpu answers classify and route. bekko-system-one is the smaller model, at 395M parameters to 421M. bekko-system-one is licensed other; laya-noulxp-gpu, apache-2.0.

Which is more accurate, bekko-system-one or laya-noulxp-gpu?

Neither publishes an accuracy figure. Test both on your own labelled examples.

Which is cheaper, bekko-system-one or laya-noulxp-gpu?

bekko-system-one: Free (open weights). laya-noulxp-gpu: Free (open weights). Open weights cost nothing per call beyond your own hardware.

Can I run bekko-system-one or laya-noulxp-gpu locally?

Yes, both: systemone pull hotchpotch/bekko-system-one and systemone pull convai-innovations/laya-noulxp-gpu download the weights.