Reports indicate Anthropic is preparing for an initial public offering to fund its scaling efforts. Meanwhile, Nvidia is aggressively pushing AI-integrated PCs to move inference from the cloud to local hardware. This shift reduces latency for developers. The move signals a broader industry transition toward edge computing and decentralized model execution.