Jared Palmer
Jared Palmer: Kev 4B
jaredpalmer/kev-4b
Kev 4B is a small open-weight decision model from Jared Palmer, built as a LoRA adapter and pointer head on Qwen3.5-4B-Base and served over the same /v1/systemone contract as TypeSafe's Jev. Send a state and typed questions (yes/no, multiple choice, or score) and it returns a calibrated probability per question in one forward pass, with no generated text. It is the recommended checkpoint in the Kev family (0.8B, 4B, 9B) and is suited for routing, classification, and policy checks that want a compact, Apache-2.0 alternative to Jev. Code, model cards, and eval suites: https://github.com/jaredpalmer/kev
/ 1M tokens · Token reference
/ 1M tokens · Token reference
tokens
Decisions output · Token reference fields do not establish an output-unit price.
Limits
Context
8,192
tokens
Max output
7,372
90% of the context window
Model facts
Author
Jared Palmer
Tokenizer
Other
Modality
Text -> Decisions
License
Apache-2.0
Created
Sep 25, 2026
Hugging Face
jaredpalmer/kev-4b