Why ChatGPT’s web vs API yield different news, the open-source Step-Audio-EditX that edits speech via text, Inception’s diffusion pivot, agentic voice assistants, Veo-3’s convincing but medically nonsensical surgical videos, and practical LLM text-generation strategies.