Section outline

        • Using Open-Source AI Models

          A practical guide to finding, running, and choosing open-source AI models, from Hugging Face to your own laptop, with live demos in Ollama and LM Studio and guidance on hardware, licenses, local-language testing, and responsible use.

        • An introduction to agentic AI and how locally controlled AI systems can be designed to support practical applications in startups, research, and community settings.