#SystemOneModels
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azurropl.bsky.social
W naszym nowym artykule na blogu wyjaśniamy, jak działają modele System One, czym różnią się od LLM-ów i klasycznych klasyfikatorów i jakie mają zastosowania. Zapraszamy: azurro.pl/modele-syste...

#SystemOneModels #ModelRouting #LLM #MLOps #AI
October 20, 2026 at 11:23 AM
masoudmim.com
Spent my Sunday afternoon pitting Jev (TypeSafe's new System One model) against Laya, the open source model that claims Jev copied the idea. Same 600 examples, same questions, both models.
#Jev #Laya #SystemOneModels #LocalLLaMA
Grouped bar chart comparing Jev and Laya on three tasks. Accuracy: Laya leads on AG News (94.5% vs 87.0%), Jev leads on SMS spam (98.0% vs 92.5%) and SXSW sentiment scoring (63.5% vs 24.0%). Calibration error, lower is better: Laya is better on AG News (7.2 vs 21.6) and SMS spam (6.8 vs 16.4), Jev is better on SXSW (36.8 vs 54.5). Latency p50: Jev is faster on all three (about 300ms vs 570 to 1000ms; Laya ran on a local CPU, Jev via an API endpoint).
September 20, 2026 at 11:23 PM