#compression
Data Movement Is the Edge AI Bottleneck: HammerIO’s NVCOMP LZ4 Breaks Through
The NVIDIA Jetson AGX Orin 64GB delivers 275 TOPS of compute power but ships with a storage subsystem that maxes out at ~700 MB/s write throughput. This 400x disparity between compute and I/O bandwidt
The Data Pipeline Is the Payload: Why Compression Defines Edge AI Performance
You’re running a multi-sensor payload on a Jetson AGX Orin 64GB, tasked with identifying potential IEDs from drone footage. The system needs to ingest, process, and classify video streams in real-time
Compression Is Infrastructure: Why Data Movement Is the Hidden Bottleneck in Edge AI Deployments
A forward operating base in a contested environment receives a stream of full-motion video from drones. The AI tasked with identifying potential threats can process 30 frames per second on the NVIDIA
Data Isn’t Getting Smaller: Why Compression Is Now a Compute Problem
You are building a distributed sensor network on a contested perimeter. Every byte transmitted is a potential signal to an adversary, and every second spent waiting on data is a second of lost situati
The Illusion of Control: Why Government AI Needs Sovereign Foundations
The relentless pursuit of AI integration within government overlooks a foundational truth: algorithms are not neutral arbiters, they are expressions of the infrastructure that births them. We are buil
Compression Is Infrastructure: Why Data Movement Is the Hidden Bottleneck in Edge AI
Everyone optimizes the model. Nobody optimizes the pipe. In bandwidth-constrained environments, that is a critical error.