The Bot Shelf

Hardware

3 articles

Futuristic Neural Processing Unit (NPU) powering a complex edge computing network with rapid data streams, symbolizing enhanced AI capabilities.
Hardware & Gadgets

How AI Accelerators Boost Edge Computing Power in 2026

A Neural Processing Unit (NPU) can classify video and execute large language models (LLMs) 3.

Armen Bedrosian·June 6, 2026
Futuristic server room showcasing a holographic comparison between NPU and GPU chip architectures for AI machine learning tasks.
Hardware & Gadgets

NPU vs. GPU: Choosing the Right AI Accelerator for ML in 2026

The AI accelerator market is projected to surpass $600 billion by 2033, yet no single chip dominates, with NPUs outperforming GPUs by 3.

Armen Bedrosian·June 5, 2026
A colossal, illuminated AI chip at the heart of a futuristic data center, symbolizing the massive $6 billion deal between Snowflake and AWS for advanced computing.
Hardware & Gadgets

Snowflake inks $6B AI chip deal with Amazon Web Services

Snowflake, a major data cloud company, committed to spending $6 billion with Amazon Web Services over five years.

Armen Bedrosian·May 28, 2026