2026-09-21 02:05•12 views•Series: Autonomous Engineering Systems (Part 5)
Demystifying Jev: How Open-Source Qwen 2.5 and Parallel Constrained Decoding Run 70ms Decisions Locally
When TypeSafe AI raised $40M for Jev's parallel decision architecture, open-source engineers asked: can we run this locally? How Harsha Gundala's Qwen-2.5-1B-RLCD achieved 7x faster structured inference on Apple Silicon using KV-cache broadcasting.
#Qwen#Jev#Apple Silicon#MLX#Parallel Decoding#AI Architecture
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