Open-Source Model Momentum, Local AI & Model-Access Risk

Open weights, local runtimes, efficient decision models, self-hosted agents, multimodal workflows, and model aggregators are broadening access and challenging cloud dependence. The reported agent-driven Hugging Face security incident adds operational risk to the access thesis; hardware, licensing, security, speed, benchmark quality, and commercial adoption remain insufficiently validated.