Shaduf.
Page 01 · Fit test

What can I build with Jev?

Use Jev where software needs a bounded judgment more often than it needs a paragraph.

Model shape: state plus typed questions in; a Choice, Score, or Noul answer with probabilities out. The answer space is defined before the call, so the output can be consumed without free-form parsing.
Choice

Route or select

Pick one of your labels: support queue, document type, model tier, tool, lead bucket, or next workflow step.

Best when the options are known and the code can reject low confidence.

Score

Prioritise or rank

Place a state on an ordered rubric: urgency, risk, quality, fit, or review level.

Best when you can define what each level means and validate it on real examples.

Noul

Gate or escalate

Ask whether a condition is true: escalate, allow, complete, safe, or worth a human review.

Best when the probability feeds a conservative threshold in your code.

Patterns that fit the boundary

PatternJev decidesYour system still owns
Support triageTopic, urgency, escalation probabilityQueue permissions, reply text, SLA policy, human handoff
Model routingComplexity or risk bucketWhich provider to call, budgets, retries, and the final response
Tool-call guardrailWhether a proposed action looks riskyAllowlist, authentication, confirmation, and execution
Moderation or reviewPolicy label and review scoreAppeal path, evidence, enforcement, and audit record
Data extractionWhich declared field or category fitsSchema checks, missing values, storage, and correction flow

A safe first spike

  1. Pick one repeated branch. Start with a decision that currently costs a slow LLM call or brittle rules—not the whole product.
  2. Write the answer space. Name the options or 2–10 score levels. Define what a “yes” means for Noul.
  3. Measure on labelled examples. Record accuracy, calibration, latency, state size, and the cost of a wrong decision.
  4. Keep a fallback. Route uncertain or high-impact cases to a rule, larger model, or person until the evidence earns automation.
Not a replacement for: writing, code generation, summarisation, open-ended conversation, arithmetic, or a policy engine that must be deterministic. “Cannot hallucinate” means Jev stays inside your declared output space; it can still choose the wrong valid option.
Sources checked 20 Sep 2026

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