MemoryBandwidth

Core Summary Leaked specifications for AMD’s Ryzen AI Max+ 495 (codenamed Gorgon Halo) reveal support for up to 192GB of RAM, signaling that consumer-grade hardware is officially crossing the threshold for running massive-scale models locally. Bagua Insight ▶ Memory Bandwidth is the New Compute: This 192GB configuration is more than just a capacity bump; it’s a strategic move by AMD to bypass the VRAM bottlenecks that have historically kept NVIDIA in a dominant position for local inference. ▶ Roadmap Ambition: The leak points toward the 2027 Medusa Halo architecture potentially hitting the 256GB RAM barrier, effectively turning personal workstations into powerhouses capable of running massive MoE (Mixture of Experts) models locally. Actionable Advice For Developers: Monitor the evolution of AMD’s ROCm ecosystem on Windows. The paradigm is shifting from GPU-VRAM constraints to system-level memory bandwidth optimization. For Enterprise Procurement: If your strategy involves on-premise fine-tuning or RAG-based inference for sensitive data, the Ryzen AI Max+ series offers a compelling, cost-effective alternative to cloud-based A100/H100 clusters.