Open Source Model Distribution at a Crossroads. Local LLMs: Edge Devices, Embeddings, and Quantization. Local-First AI Workflows: Privacy, Search, and Agents. Command-Line Utilities and Automation for Developers. Research and Foundation Models: OLMo, VideoPrism, and Beyond