NVIDIA B200 Dual-Die Architecture: NVLink 5 Bandwidth Topologies and Thermal Realities

Early silicon validation sheets show unified memory speeds rivaling dedicated server HBM3, poised to alter local LLM serving paradigms for machine learning research workstations.

As brute-force pre-training yields diminishing scaling returns, top AI labs are pivoting to test-time reasoning compute, mixture-of-agents routing, and sparse dynamic memory. Here is what engineering benchmarks reveal about actual inference costs.

P99 latency reductions of 42% and dramatic memory stabilization are driving the infrastructure migration wave across high-throughput cloud clusters.