SwirlAI has launched a YouTube channel with four free pre-course videos covering AI engineering fundamentals: setting up a development environment, building and containerizing a Streamlit chatbot, moving LLM logic behind a FastAPI server, and splitting frontend/backend into separate Docker containers. A free 45-minute workshop on context engineering is also announced for March 20, covering core patterns, tradeoffs between context strategies, and practical techniques like routing and progressive disclosure for building more reliable AI agents.
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