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What is Jev?
Jev is a low-latency System One Model from TypeSafe AI built for structured decision-making rather than open-ended text generation. TypeSafe describes System One Models as a new class of frontier models intended to make fast decisions that can be consumed directly by application code. Jev takes unstructured information as input and returns predefined typed outputs with probabilities and confidence scores instead of generating unrestricted natural-language strings. Its parallel sampling architecture produces outputs in a single query rather than sequentially generating one token at a time, which is designed to reduce latency and inference cost. The model is trained with Reinforcement Learning for Calibrated Decisions, which focuses on producing well-calibrated probabilities for structured System One tasks. TypeSafe positions Jev as a software-native intelligence layer for tasks including classification, routing, scoring, extraction, decision branching, and other workflows that benefit from probabilistic logic. It can also be applied to model evaluation and safety workflows by scoring, judging, verifying, guardrailing, or detecting jailbreaks in prompts, reasoning traces, and generated outputs. The company reports service response times of roughly 70 to 500 milliseconds and says this can make Jev suitable for interactive and real-time applications where traditional frontier models may introduce too much latency. Jev is designed to return consistent schemas without type errors, allowing its results to be incorporated into code without the same parsing and validation steps commonly required for free-form LLM responses. TypeSafe also highlights map-reduce style processing over large datasets as a potential use case, where the model can turn large amounts of unstructured information into structured features and insights.
What is Clef?
Clef is an advanced multimodal decision-making model featuring 27 billion parameters, designed to convert a specified state and a schema of typed inquiries into organized results. This innovative model can process state information in multiple formats, such as text, JSON, images, and video, generating probabilities for each viable option associated with each inquiry. With a substantial context window of 65,536 tokens and the ability to process visual inputs, Clef allows developers to integrate both structured application data and visual content into a cohesive decision-making framework. It supports three unique formats for typed inquiries: noul, which evaluates the probability of a statement being accurate; choice, which facilitates selection from a set of predefined choices while offering probability estimates for each; and score, which measures an input against defined criteria to produce a probability-weighted score. Users can pose between 1 and 64 questions in a single request, with the answers being returned using the same identifiers, significantly improving the model's effectiveness and adaptability. This all-encompassing strategy guarantees that Clef can be utilized across various applications, catering to a wide spectrum of decision-making challenges and opportunities. Furthermore, the versatility of Clef's design makes it an invaluable tool for developers aiming to enhance their analytical capabilities in diverse fields.
Integrations Supported
API Availability
API Availability
Has API
Pricing Information
Input: $0.042 / 1M tokens
Input tokens: $0.042 / 1 million tokens ($42 per billion tokens).
Output tokens: FREE (too cheap to meter).
Output tokens: FREE (too cheap to meter).
Pricing Information
Pricing not provided
Supported Platforms
SaaS
Supported Platforms
SaaS
Customer Service / Support
Web-Based Support
Customer Service / Support
Web-Based Support
Training Options
Documentation Hub
Training Options
Documentation Hub
Webinars
Company Facts
Organization Name
TypeSafe AI
Date Founded
2024
Company Location
United States
Company Website
typesafe.ai/
Company Facts
Organization Name
Cloudflare
Date Founded
2009
Company Location
United States
Company Website
developers.cloudflare.com/workers-ai/models/clef/
Categories and Features
AI Decision Models
Not specified
AI Models
Not specified
Categories and Features
AI Decision Models
Not specified