Lucebox vs. oMLX Comparison


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About Lucebox is a plug-and-play computer built for running local AI models and agents at full speed. Inside the custom chassis, a Ryzen AI MAX+ 395 with 128GB of unified LPDDR5X memory is paired with an RTX 3090, and the two work together through an open-source inference engine hand-tuned for exactly this hardware. The architecture is what makes it fast. Large models live in the 128GB unified memory tier, while the 3090's high-bandwidth VRAM acts as a fast tier. Speculative decoding (DFlash) and speculative prefill (PFlash) bridge the two, producing inference speeds up to 10x higher than llama.cpp on the same silicon and beating machines like the Mac Studio and DGX Spark at a fraction of their effective cost.	About oMLX is a macOS-native MLX server designed to make local AI faster and more practical on Apple Silicon. Built for the way coding agents actually work, it uses paged SSD KV caching to persist cache blocks to disk, allowing previously seen prefixes to be restored across requests and server restarts instead of being recomputed from scratch. This can reduce time to first token on long contexts from 30–90 seconds to under five seconds after the first turn. Continuous batching handles concurrent requests through mlx-lm’s BatchGenerator, improving generation throughput without forcing requests to wait behind a single job. oMLX can serve LLMs, vision-language models, embedding models, and rerankers simultaneously, using LRU eviction when memory runs low. It supports any MLX-format model from Hugging Face, including Qwen, LLaMA, Mistral, Gemma, DeepSeek, MiniMax, and GLM, and can reuse models already stored in the standard Hugging Face cache, LM Studio folders, or custom directories.
Platforms Supported Windows Not Supported Mac Not Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Supported Linux Not Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Developers	Audience Developers and AI power users needing to run fast local LLM inference and agentic coding workflows on Apple Silicon
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos No images available	Screenshots and Videos View more images or videos
Pricing $4,900 - One time payment Free Version Not Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Lucebox Founded: 2026 United States www.lucebox.com	Company Information oMLX United States omlx.ai/
Alternatives BaseRT Base Compute	Alternatives Photon Moondream
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Nemotron 3.5 Lightning NVIDIA	BaseRT Base Compute
TensorWave View All	WebLLM View All
Categories Hardware Supported	Categories AI Inference Supported

Integrations Anthropic Not Supported Claude Code Not Supported Cursor Not Supported DeepSeek Not Supported GLM-4.1V Not Supported Gemma Not Supported Gemma Not Supported GitHub Not Supported Hugging Face Not Supported JSON Not Supported LM Studio Not Supported Llama Not Supported MiniMax Not Supported Mistral AI Not Supported Model Context Protocol (MCP) Not Supported OpenAI Not Supported OpenClaw Not Supported Python Not Supported Qwen Not Supported Show More Integrations	Integrations Anthropic Supported Claude Code Supported Cursor Supported DeepSeek Supported GLM-4.1V Supported Gemma Supported Gemma Supported GitHub Supported Hugging Face Supported JSON Supported LM Studio Supported Llama Supported MiniMax Supported Mistral AI Supported Model Context Protocol (MCP) Supported OpenAI Supported OpenClaw Supported Python Supported Qwen Supported Show More Integrations View All 19 Integrations
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