Jevmlx is a library that enables MLX models on Apple Silicon to make typed, schema-valid JSON decisions in a single batched pass by prefilling context once and broadcasting the KV cache across schema fields. It guarantees valid JSON output by assembling values from allowed choices rather than generating them token-by-token, and provides a Python API, HTTP server, and honest confidence scores for each field.