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Description
Lucebox is a ready-to-use computer specifically designed for executing local AI models and agents at peak performance. Within its specially designed casing, it houses a Ryzen AI MAX+ 395 processor combined with 128GB of unified LPDDR5X memory and an RTX 3090 graphics card, both working in harmony through an open-source inference engine meticulously optimized for this configuration.
The design of the architecture is key to its exceptional speed. The 128GB of unified memory allows large models to reside effectively, while the high-bandwidth VRAM of the 3090 serves as a rapid access tier. Techniques like speculative decoding (DFlash) and speculative prefill (PFlash) link these two memory systems, achieving inference speeds that can be up to 10 times faster than llama.cpp running on the same hardware, outperforming systems such as the Mac Studio and DGX Spark while being significantly more cost-effective. Moreover, this combination of hardware and software optimizations positions Lucebox as a formidable player in the local AI computing landscape.
Description
Muse Spark Open is an open-weight foundation model developed by Meta to support multimodal reasoning, autonomous agents, and complex software development tasks. The model features 816 billion total parameters with approximately 42 billion active parameters and a context window supporting up to one million tokens. Its architecture is designed to process multimodal information while maintaining context across lengthy workflows, extensive codebases, and multistep assignments. Muse Spark Open provides capabilities for software engineering, code generation, debugging, application development, and automated testing. Its agentic functionality supports external tool interactions, task planning, computer-based workflows, and execution of complex objectives over extended sessions. The model can run locally using two Apple M5 Ultra Mac Studio systems with the MLX framework, enabling organizations to process information without relying on hosted inference services. Developers can deploy the model through SGLang, vLLM, TensorRT-LLM, Hugging Face Transformers, llama.cpp, and other supported inference engines. Customization is supported through PyTorch and TorchTitan, allowing organizations to adapt the model to specialized applications and workflows. Muse Spark Open is distributed under the Muse Model License and is available through Hugging Face, major cloud model repositories, and hosted API providers including Together AI, Fireworks AI, and OpenRouter.
API Access
Has API
No
API Access
Has API
No
Screenshots View All
No images available
Integrations
Baseten
No
Fireworks AI
No
Groq
No
Hugging Face
No
Modal
No
Nebius
No
OpenRouter
No
Together AI
No
vLLM
No
Integrations
Baseten
Yes
Fireworks AI
Yes
Groq
Yes
Hugging Face
Yes
Modal
Yes
Nebius
Yes
OpenRouter
Yes
Together AI
Yes
vLLM
Yes
Pricing Details
$4,900 - One time payment
Free Trial
No
Free Version
No
Pricing Details
$0
Model weights are available at no charge under the Muse Model License, which has limited commercial-use terms. Hosted inference providers set their own usage prices.
Free Trial
No
Free Version
Yes
Deployment
Web-Based
No
On-Premises
No
iPhone App
No
iPad App
No
Android App
No
Windows
No
Mac
No
Linux
Yes
Chromebook
No
Deployment
Web-Based
Yes
On-Premises
Yes
iPhone App
No
iPad App
No
Android App
No
Windows
Yes
Mac
Yes
Linux
Yes
Chromebook
No
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
Yes
Customer Support
Business Hours
No
Live Rep (24/7)
No
Online Support
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Types of Training
Training Docs
Yes
Webinars
No
Live Training (Online)
No
In Person
No
Vendor Details
Company Name
Lucebox
Founded
2026
Country
United States
Website
www.lucebox.com
Vendor Details
Company Name
Meta
Founded
2004
Country
United States
Website
research.meta.ai/blog/muse-spark-open