Cerebras wafer chips power OpenAI's Codex-Spark to real-time coding speeds. Alibaba's Qwen3.5-9B outperforms GPT-120B on consumer hardware, as Arm's Cortex-X925 and Apple's new C1X modem redefine silicon competition.