The VMware platform supports more than 150 open-source and commercial models, shares GPU resources across teams and adds governance across on-premises and cloud.
Broadcom cites its outlook saying 56% of enterprises already run or plan production AI inference on private cloud; VCF supports AMD, Intel and NVIDIA hardware for AI workloads.
Only 26% of 6,000 AI-generated patches fixed vulnerabilities without breaking applications; TrueSource offerings are available with tiered site licensing.
GLM-5.3-Flash ships 320B parameters in a 328 GB native-FP8 checkpoint, so the 18B active count tells you nothing about the memory you need. Here are the real hardware requirements by quantisation, plus working vLLM, SGLang, llama.cpp and Apple ...
GLM-5.3-Flash is 320B-A18B, multimodal and roughly 9x cheaper than GLM-5.2's 744B-A40B. A verified head-to-head on specs, benchmarks, cost and self-hosting -- plus the cases where GLM-5.2 still wins.