jevland

replica source-backed

TypeAR: Jev-inspired type-safe decoding

An open-sourced decoding engine for autoregressive LLMs inspired by Jev: one output token per decision, no out-of-schema outputs, KV-cache reuse; demoed on SGLang with Qwen 27B.

Categorical decisions cost one output token; numbers use tokenizer-native constrained decoding; 5.8x relative throughput batched versus sequential on Qwen3.8-27B. Repository now under the TypeAR-AI org.

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