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What is Lucebox?
Lucebox is an all-in-one computer tailored for running local AI models and agents with optimal efficiency. Its unique enclosure contains a Ryzen AI MAX+ 395 processor paired with an impressive 128GB of unified LPDDR5X memory and an RTX 3090 graphics card, which collaborate seamlessly through a meticulously tuned open-source inference engine designed specifically for this hardware setup.
The architecture's design plays a crucial role in delivering outstanding performance. The abundant 128GB of unified memory efficiently accommodates large models, while the high-bandwidth VRAM of the RTX 3090 acts as a swift access layer. Utilizing advanced techniques such as speculative decoding (DFlash) and speculative prefill (PFlash), these two memory systems are interconnected, resulting in inference speeds that can be as much as ten times quicker than llama.cpp operating on identical hardware. This remarkable capability allows it to surpass competitors like the Mac Studio and DGX Spark, all while maintaining a far more budget-friendly price point. In addition, the combination of cutting-edge hardware and software enhancements firmly establishes Lucebox as a prominent contender in the realm of local AI computing, appealing to developers and enthusiasts alike.
What is Laguna XS 2.1?
The Laguna XS 2.1 represents a sophisticated advancement in coding models, functioning as an open weight agentic system that excels in executing long-duration tasks on local machines. It boasts a robust 33-billion-parameter Mixture-of-Experts architecture, activating 3 billion parameters per token, while preserving the efficient design of its predecessor, Laguna XS.2, and significantly enhancing its capabilities in multilingual software engineering and terminal-related tasks. This model is meticulously crafted to support coding agents in reviewing code repositories, navigating complex changes, leveraging diverse tools, executing commands, and ensuring seamless progress throughout extensive projects. With an impressive context window of 256K, it empowers agents to adeptly handle large codebases, maintain extensive histories, and navigate intricate multi-step workflows. The Laguna XS 2.1 also enjoys compatibility with various platforms like vLLM, SGLang, NVIDIA TensorRT-LLM, Hugging Face Transformers, and Ollama, with aspirations for future native support from llama.cpp. Offered in multiple checkpoint formats such as BF16, FP8, INT4, and NVFP4, it allows developers to choose between high fidelity and configurations designed for environments with restricted VRAM or processing capacity. This versatility not only enhances its usability across different development frameworks but also positions it as a prime choice for diverse programming needs and settings. Furthermore, its ability to adapt to varying project demands makes it a valuable asset for developers seeking efficiency and performance in their workflows.
Media
No images available
Integrations Supported
Agent Client Protocol (ACP)
Claude Code
Cline
Hermes Agent
Hugging Face
IntelliJ IDEA
Kilo Code
Nous Portal
Ollama
OpenAI Codex
Integrations Supported
Agent Client Protocol (ACP)
Claude Code
Cline
Hermes Agent
Hugging Face
IntelliJ IDEA
Kilo Code
Nous Portal
Ollama
OpenAI Codex
API Availability
Has API
API Availability
Has API
Pricing Information
$4,900 - One time payment
Free Version
Free Trial Offered?
Pricing Information
Pricing not provided
Free Version
Free Trial Offered?
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
Lucebox
Date Founded
2026
Company Location
United States
Company Website
www.lucebox.com
Company Facts
Organization Name
Poolside
Date Founded
2023
Company Location
United States
Company Website
poolside.ai/blog/introducing-laguna-xs-2-1
