OpenAI is launching GPT-5.6 inference on Cerebras, suggesting strong demand for ultra-fast inference. Broadcom faces potential margin pressure from MediaTek's competing TPU, while Amazon instituted a 20% GPU price increase driven by rising demand. Additionally, Morgan Stanley updated its AMD GPU shipment estimates to 2.4 million units this year and 2.7 million next year.