Why Dual LLM Inference Fails on APUs: DDR5 Bandwidth Limits
Running two large language models simultaneously on an AMD APU can cut performance by over 50% due to shared DDR5 bandwidth. Benchmarks reveal the true cost of dual-model setups on integrated GPUs.