WHAT NEW IN X10.30 FRI

AI collections from X · 22 collections · 61,986 posts

jevPOST

Give Jev the small high-volume decisions and leave hard ones to reasoning models

The post argues that simple, repetitive decisions like classification, routing and scoring should go to Jev for structured results, which is cheaper and faster than calling a reasoning model each time.

Sinda | SKatalyst AI
@SKatalystAIArchived 2026.09.19Originally posted 2026.09.19
Sinda | SKatalyst AI @SKatalystAIOriginally posted 2026.09.19
Open original on X

I invite you to pay attention to JEV it’s an interesting one! Not because we needed another model that can chat, code or reason for 5 minutes. It’s built for the small decisions that happen constantly inside a system: classify this, route that, score this, decide which workflow runs next. That’s probably where I’d use it. If a decision is simple, repetitive and high-volume, you probably don’t want to call an expensive reasoning model every single time. Jev is cheap, fast and returns structured decisions instead of generating a whole response. Small decisions → Jev Hard decisions → reasoning model This kind of model makes orchestration much more interesting ;)

x.com/skatalystai/status/2100989383499186620Archived 2026.09.19 10:12