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API & Models

Drop-in model swap

Pointing an existing Jev client at another model or host without rewriting the question or answer types.

Category
API & Models
Also known as
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Related terms
4
Directory entries
5
Docs
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Added
2026-09-28

Definition

Ollaya, Lichen, verdict, and Rizzo Flow are used by changing the base URL. System One Connector does the same for agents and can set TYPESAFE_MODEL when the local server is CLM. The request body — state, model name, and the question map — stays in the System One shape.

A swap still changes answers. Option limits, Noul-only servers, uncalibrated confidence, and a server that ignores API keys are all compatible at the JSON layer and different in behavior. Log the model field that comes back, not the alias you sent.

Tagsmodelsapi

From the directory

702GitHub stars
A local daemon that pulls open decision models and serves them on TypeSafe's /v1/systemone, so a Jev client switches hosts with TYPESAFE_BASE_URL.
Models & Reimplementations#community#rust#open-models
39GitHub stars
A local /v1/systemone server that reads label probabilities from a GGUF chat model, with prompt repetition and a confidence shrink toward uniform.
Models & Reimplementations#community#python#open-models
7GitHub stars
A Python server in front of llama-server that reads one-token label probabilities and exposes them as POST /v1/systemone.
Models & Reimplementations#community#python#open-models
689GitHub stars
A local server that reads next-token probabilities from a fine-tuned Spark model and returns Choice, Score, and Noul answers with zero generated tokens.
Models & Reimplementations#community#python#open-models
323GitHub stars
A single-binary MCP tool named evaluate that sends Noul, Choice, and Score questions to hosted Jev or a local System One server.
Agents & MCP#community#go#mcp

From the community

Posts from builders shipping with Jev right now.

Follow @typesafeai

A Krunker-inspired FPS, decided by Jev

Maybe I’m just washed, but Jev is beating me at my own game. Built a Krunker-inspired FPS where you 1v1 Jev. Try it out yourself: jev-arcade.vercel.app/duel

Diogo Almeida
Diogo Almeida
TypeSafe AI
@CompleteSkeptic

After co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI? I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev • 20-200x faster • 40-400x

Reply

Pixel art out of 256 multiple-choice questions

I turned @typesafeai Jev model into a pixel art model. 256 multiple choice questions, one per pixel, plus refinement passes. These were the best results out of the bunch I tested. Code: github.com/Wizhill05/type…

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Diogo Almeida
Diogo Almeida
TypeSafe AI
@CompleteSkeptic

After co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI? I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev • 20-200x faster • 40-400x

Reply

An Elixir port of the official SDK

jod: Zod validates data, Jev judges it

Loki: a self-improving harness with a Jev companion

Jev as an LLM guardrail inside Agentgateway