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Upper Management Meeting: When AI Looks Like Magic to Management (Category Management)

#Management #AI #Engineering #Architecture #Leadership

I looked.Upper Management Meeting" It’s very funny and a bit sad because the caricature hits a familiar place: AI is really very easy to tell beautifully. Especially if you don’t understand how it works. This is the managerial danger. The problem is not that managers are interested in AI. This is just fine: technology is already affecting products, processes, development, support, analytics and cost of work. The problem begins where AI is perceived as magic rather than an engineering tool.

Arthur C. Clarke, the famous English inventor, writer and futurist, formulated the famous third law:

Any sufficiently developed technology is indistinguishable from magic. This is sometimes good for the user. I pressed the button and got the result. Why would he know what's inside? But for a person who makes management decisions, this approach is dangerous. If the technology looks like magic, it is easy to attribute any properties to it: “Let AI decide”, “add AI to the product”, “short people”, “automate everything”, “now models will understand everything”. And at that point, the discussion ceases to be engineering and becomes almost ritualistic.

A good AI solution doesn’t start with delight or a beautiful presentation. It starts with more boring questions:

  • What specific task are we solving?
  • What kind of data do you need? What are the limitations of the model?
  • How to check the quality.
  • Who's responsible for the mistake?
  • How it fits in. How much will the operation cost? What happens if the system does the wrong thing?

That’s why it’s important for tech executives to be able to translate AI from magical to engineering: scenarios, constraints, metrics, risks, verification contours, security, operation, and responsibility. AI can be seen as magic when you watch a demo. But you can’t make management decisions based on magical thinking. The stronger the technology, the more important it is to understand not only its capabilities, but also its boundaries.

In general, the video is short, funny and useful. Especially for those involved in AI strategies, committees, roadmap sessions, and business conversations.

#Management #AI #Engineering #Architecture #Leadership