TOPIC

gpu

Hardware Divergence: Why GPUs Maintain Dominance Over NPUs for Local LLM Inference

While NPUs offer efficiency for lightweight tasks, discrete GPUs remain the essential architecture for high-parameter model deployment due to memory bandwidth and software maturity.

11 JUL 2026

ENTERPRISE & OPS

Clockwork Targets GPU Cluster Downtime With New Fault-Tolerance Guarantee

The company is introducing a contractual reliability standard for AI training, aiming to eliminate the costly cycle of checkpoint-restarts in large-scale GPU deployments.

2 JUL 2026

THE DISPATCH

Applied machine learning, filed daily.

Model releases, silicon, clinical deployment, and the policy shaping them. No digest padding.