YouTube criticizes agent demo habits

- A YouTube video argued the current AI-agents education ecosystem favors demoable tool chaining instead of production engineering like workflow decomposition and failure design. - The speaker prescribes classifying each workflow step as deterministic rules, conventional ML, LLM judgment, or human-in-the-loop and instrumenting failure modes from day one. - The practical takeaway is to treat meeting assistants as multi-stage production graphs requiring per-stage metrics, confidence UI and human-correction flows. (youtube.com)