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

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SwirlAI YouTube Channel is LiveFree Workshop: State of Context Engineering in 2026

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