X · by jasontorres

An efficient chatbot with JEV

A developer shares the build.

Jason Torres

@jasontorres

I launched a chatbot yesterday and used JEV as a 17-in-1 router, filter, classifier, intent judge for efficient tool calling. Then further downstream is a relevance/context loop system. Worked really well. No more unwanted spams and prompt injections.

Sep 23, 2026 · 3 likesOpen on X

jasontorres shares using JEV to build an efficient chatbot.

Open the source

Jev Calc

Jack Cheng

@jackcheng

Jev is the future

XTools and apps

A canvas you control by pointing and speaking

nader dabit

@dabit3

Another crazy @typesafeai Jev example: Predictive spreadsheets Spreadsheets recalculate numbers, not meaning. Jev reads intent. Type "Urgency" at the top of a column and, as you type, it figures out you want each row rated from "no follow-up needed" to "urgent" in ~100 ms.

XTools and apps

Predictive spreadsheets

Per rating: ~100 ms

An efficient chatbot with JEV

More like this

Jev Calc

A canvas you control by pointing and speaking

Predictive spreadsheets