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Apple Unveils MLX LM Server

·2026.06.09 09:28

Key point

Apple has released MLX LM Server, which supports Continuous Batching and distributed inference.

Details

Apple's MLX LM Server is a new model serving tool optimized for Apple Silicon hardware.

Its main technical features are as follows:

  • Performance Optimization: Leverages the Neural Engine of M-series chips to significantly improve prompt processing speed.
  • Parallel Processing: Applies Continuous Batching technology to handle requests from multiple agents simultaneously without interruption.
  • Scalability: Supports distributed inference via Thunderbolt RDMA, allowing large models that exceed a single device's memory to run across multiple Macs.

Developers can easily install it via pip, and can start using it immediately by connecting the local server address to their agent tools.

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