Inference

2 articles

Abstract representation of AI routing layers directing data flow, highlighting the contrast between cost-efficient paths and quality-focused paths in a digital network.

AI routing layers slash costs, but risk quality

A team slashed their AI inference bill by more than half using a new routing layer, but these savings were tied to an unmeasured loss in quality.

Armen Bedrosian·June 28, 2026

Futuristic server room showcasing a holographic comparison between NPU and GPU chip architectures for AI machine learning tasks.

Hardware & Gadgets

NPU vs. GPU: Which AI Accelerator Fits Your Workload in 2026?

Choosing between an NPU and a GPU for AI workloads hinges on the trade-off between specialized efficiency for inference and general-purpose flexibility for training. NPUs excel in power-efficient, low-latency inference tasks, while GPUs offer broad computational power for training and diverse applications.

Armen Bedrosian·June 5, 2026