Everyone's chasing bigger GPUs. Samsung shortened the trip to memory. At Hot Chips 2026 it showed LPDDR5X-PIM — 16 logic blocks with MAC trees sitting inside the DRAM banks, so the math runs where the data already lives. Llama 3.1 8B: → 27 to 81.3 tokens/sec → 12.3s to 5.4s → 76.8 to 614 GB/s bandwidth Same 561-ball package. Drop-in. More → www.contentbuffer.com On-device or cloud inference — where are you shipping next? #AI #EdgeAI #Samsung #AIHardware #TechNews #ContentBuffer