With so much hype around AI, this article talks from real experience with real people trying to adopt and get benefits from AI's productivity promise.
In customer-facing digital systems, modern delivery approaches - whether we call them agile, lean, product-led, or human-centred - aren't methodology choices. They're survival requirements. The cost of getting big changes wrong make traditional approaches not just inefficient, but dangerous.
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