X · by Ayush Jain
A structured decision with a probability
Useful for model routing and for agent loops.
Ayush Jain
@urayushjain
Most AI models are built to generate. But Jev is trying something different: Don’t generate. Decide. Give it some context and a specific question, and it returns a structured decision with a probability. I found this interesting for things like model routing, agent workflows, tool safety and RAG. The idea is simple --Instead of calling a big LLM for every small decision, let your code handle the workflow and use a smaller model where human-like judgment is actually needed. Honestly, this feels like an interesting direction for AI systems.
Sep 21, 2026 · 6 likesOpen on X
Jev takes a context and a specific question and returns a structured decision with a probability instead of generated text. The post points at model routing and agent loops as the places that buys the most.
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