a small intelligence layer for software

Stop asking models to write.
Ask them to decide.

JevLM turns messy state into typed, probabilistic decisions your code can actually use. Route. Score. Verify. Escalate when the model knows it should.

Get the early build See the idea

01local-first / schema-bound / probability-native

JEVLM / LIVE SAMPLEREADY

support_ticket_4411

STATE

“We were billed twice for March. Please refund the duplicate before Friday or we will cancel our plan.”

CHOICEdepartment

billing0.91

technical0.06

other0.03

SCOREurgency

2.60routine — critical

NOULchurn risk

0.88very likely

38ms inferencetyped output ✓

unstructured state incode-ready decisions out

BUILT FOR THE MOMENTS BETWEEN DATA AND ACTIONJEVLM / 001

THE MISSING LAYER

Language models are brilliant at conversation. Software needs judgment.

Today, a developer asks a text model for a classification, waits for prose, parses it, validates it, and still has no honest measure of whether the answer is safe to act on.

JevLM is designed at the other end of that pipeline. Possible outputs are declared up front. Every answer carries a distribution. Your code decides what happens next.

Explore the primitives

THREE BUILDING BLOCKS

One call. Independent questions.
No generated strings to parse.

Choice

Pick from a known set. Routing, classification, next action.

departmentbilling 91%

Score

Grade a state against an ordered rubric. Keep the full distribution.

urgency2.60 / 4

Noul

Ask whether a statement is true. Get a probability, not a shrug.

is_risky0.12 likely no

BUILT FOR THE REAL PIPELINE

A decision can be fast
and still be accountable.

Put a probability between input and action.

JevLM gives production systems a place to pause, measure confidence, and hand off gracefully when the evidence is thin.

Declare the contract

Choices, rubrics, and truth checks are defined before inference.

SCHEMA

Keep the distribution

Return the answer and the uncertainty your policy needs.

SIGNAL

Escalate on purpose

Set a threshold for automation. Route the rest to a person.

CONTROL

THE THESIS

Intelligence should be a function your software can trust.

Not another chatbot. Not a JSON wrapper around a text generator. A fast, typed decision primitive for the thousands of small judgments that make products feel intelligent.

EARLY ACCESS / 2026

Bring us a decision worth making.

Tell us what your software needs to decide. We’re collecting the first workflows for the private build.

jevlm.aijevlm.netjevlm.org

Stop asking models to write.Ask them to decide.