Jev decides 53 of 100 tickets on its own, in under a second. The language model only gets the rest. Response time −39%, with a new prompt pager false alarms 48 → 16. New in the n8n series:
www.rotecodefraktion.de/en/blog/n8n-...

Jev decides 53 of 100 tickets on its own, in under a second. The language model only gets the rest. Response time −39%, with a new prompt pager false alarms 48 → 16. New in the n8n series:
www.rotecodefraktion.de/en/blog/n8n-...
What might be a better way to interface with TypeSafe AI's #Jev than through a type-safe API? And what language might be better suited for the task than #Scala?
That's why sttp-ai now has a fully type-safe Jev integration module: github.com/softwaremill...
Enjoy :)
#Jev 's architecture makes it tempting to hope that it's fully immune from prompt injection. Because how can something leak via "yes/no"?
An "oracle attack" can break this assumption
Example:
https://github.com/tomasflorian/Jev-Prompt-Injection-Oracle
Jev in 25 lines of Python www.nobodywho.ai/posts/jev-in... #jev #AI
Jev は LLM ジャッジに使えるか、紛らわしい誤答72件で確かめた
#Databricks #MLflow #Jev #LLM-as-a-Judge #OpenRouter
JEV sounds like a return of BERT or encoder. Many people advertised it as a JEVERYTHING or another all-you-need time. Is it merely a marketing trending or a convincing evolution? Anyone faithfully answers this to me? #JEV #LLM #AI #JEVERYTHING
TypeSafe AI released #Jev as a System One Model: its API accepts unstructured state and returns typed decisions with calibrated probabilities instead of prose. We toyed with a similar classifier design years ago.
Here's it helped improve latency & accuracy for agents: https://bit.ly/4iJsn4K
✅ Jev : cette IA qui ne génère aucun texte défie les LLM
Une approche différente et très intéressante ! Vraiment.
Plus d'infos ici :
- www.it-connect.fr/jev-typesafe...
Is it a 😺 or not?
System 1 models like @typesafeai #jev classify, evaluate truthiness, or give a score.
I built an app in #java w/ @micronautfw & @langchain4j hosted on #CloudRun to discover if a picture depicts a cat or not, thanks to #DiffusionGemma
#Jev has no mouth and cannot scream.
📘Read in #JEV📘 Small Extracellular Vesicle-Derived Nidogen 1 Promotes HCC Carcinogenesis via Transglutaminase 3-Mediated YAP/TAZ Signalling #extracellularvesicles #hepatocellularcarcinoma #nidogen1 #tumormicroenvironment isevjournals.onlinelibrary.wiley.com/doi/epdf/10....
Picking a label without paying for a text model: on 100 Banking77 queries, Jev from TypeSafe matched Claude Haiku 4.5, almost three times as fast, at a twelfth of the cost. Where confident, it was right 98% of the time.