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vllm-mlx discussion
vllm-mlx reviews and mentions
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Why Self-Hosted Claude Code Was 15 Slower Than It Should Be
vllm-mlx PR #277 found the billing-header issue independently for the /v1/messages endpoint. If you're using vllm-mlx's native Anthropic adapter rather than your own shim, that's the right upstream fix. The SimpleEngine prefix-cache patch landed in vllm-mlx PR #523 — thanks to the maintainers for the review, which improved the patch in two specific ways (closure-local capture against a TOCTOU on the snapshot pointer, and a sliding-window guard for RotatingKVCache).
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SOC-in-a-Box: One LLM, Eight Hats, A Production-Bar AI SOC on a Single GPU
We run one local LLM — GLM-4.7-Flash 8-bit on a Mac M1 (64 GB) via vllm-mlx — and every role calls it with a different system prompt and a different tool whitelist. The resilience comes from a FailoverChatModel (first described in an earlier post) that transparently falls back to a Qwen3 backup on a studio1 box if the m1 dies, and flips back the moment the primary recovers.
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Apple Silicon LLM Inference Optimization: The Complete Guide to Maximum Performance
vllm-mlx — vLLM serving on Apple Silicon via MLX
- vLLM-MLX – Run LLMs on Mac at 464 tok/s
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Trying VLLM Ideas on Apple Silicon with MLX (WIP)
Hey HN!
I’ve been experimenting with MLX (and mlx-lm / mlx-vlm — great work by others) and started a small WIP project to see how vLLM-style ideas could work on Apple Silicon.
It’s super early, just me tweaking things and learning, but if you’re into MLX or running LLMs/VLMs on a Mac, I’d love feedback or contributors.
Repo: https://github.com/waybarrios/vllm-mlx
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A note from our sponsor - Kargo
akuity.io | 12 Sep 2026
Stats
waybarrios/vllm-mlx is an open source project licensed under Apache License 2.0 which is an OSI approved license.
The primary programming language of vllm-mlx is Python.