JEV and Type-Safe AI Workflows

Jev 1.14Jev 1.13Experimental Images

Jev Image and Box Workflow

A display-only workflow for checking whether a visual target exists before Jev 1.14 returns one Box result for review.

Reviewed Oct 19, 2026

JevComparator modelHuman review

Jev-as-a-Judge

A confidence-gated evaluation pattern that accepts clear Jev judgments and escalates uncertain cases to a comparator or human reviewer.

Reviewed Sep 28, 2026

Jev with LangGraph

An editorial workflow pattern for routing typed Jev decisions through LangGraph checkpoints, retries, and human review.

JevLangGraphPython

Reviewed Sep 28, 2026

JEV Classification and Routing

An editorial JEV workflow pattern for classifying application state and routing the next action with calibrated probabilities.

JEV Scoring and Extraction

An editorial JEV workflow pattern for extracting typed values and scores from unstructured records.

JEV Real-Time Verification

An editorial JEV workflow pattern for verifying prompts, reasoning traces, or model outputs in latency-sensitive applications.

JEV Map-Reduce Analysis

An editorial JEV workflow pattern for structured decisions over data partitions followed by deterministic aggregation.

AI Content Quality Review

Evaluate AI-assisted content against a brief, evidence, and publication rules with an explicit review gate.

Customer Support Ticket Routing

Route support tickets with explicit department, urgency, and human-escalation gates.

Google Ads Search-Term Intent Classification

Classify paid-search terms by intent while protecting high-spend and low-confidence cases with human review.

RAG Citation Support Verification

Check whether cited passages support each answer claim before a RAG response is shown to users.

SEO Search Intent Mapping

Map search queries to intent and suitable page types without turning model output directly into publishing decisions.

FastClawTypeScriptJSON Schema

Typed Research Brief

Turn an open research question into a sourced, reviewable decision brief.

Reviewed Sep 19, 2026

FastClawTypeScriptJSON Schema

Customer Escalation

Package a complex support case for accountable escalation and response.

Reviewed Sep 8, 2026

Lead Qualification

Normalize inbound lead data, assess fit, and route the next action.

FastClawTypeScriptZod

Reviewed Sep 10, 2026