ML
Majestic Labs builds power-efficient AI servers with custom accelerator chips and in-house memory modules, delivering up to 128TB of RAM per server for large language model training and inference.
Positron AI
Positron AI builds purpose-built hardware accelerators for large language model inference, aiming to provide an efficient and affordable alternative to GPU-based solutions.
Positron AI is an American hardware company developing AI acceleration systems specifically for large language model (LLM) inference. The company's stated aim is to make GPUs optional by building purpose-built accelerators that prioritize efficiency and affordability. Its technical work spans AI acceleration, machine learning, systems engineering, silicon design, and cloud infrastructure.
The company's first product, Atlas, is described as the world's first LLM-inference-first accelerator, developed in 18 months from conception. Its second-generation system, Titan, is designed to deliver near-limitless context and terabytes of per-accelerator memory. The team reports a combined experience of over 400 years across AI, systems, silicon, and cloud domains.
Positron AI operates in the AI/ML deployment and data center infrastructure sectors. The company emphasizes American-made products and frames its mission around making advanced inference technology more accessible through improved cost and performance characteristics.
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