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Showing posts from May, 2026

The Efficiency Trap of AI Delegation

The Human – AI Paradox: Efficiency may come at the cost of learning. (Image: AI-generated + human-edited) When we automate friction, we accidentally automate away the learning. AI may not steal your job. It steals the struggle that was quietly making you better at it, and hands you the result without you in it. Every human task carries developmental friction. It is the productive resistance that builds skill, judgment, and expertise. Studies show expertise requires iterative failure cycles, not just output. When you delegate a task to an AI agent, you don't just remove the effort. You remove the neurological event where competence is formed. This is called the Human-AI Paradox or Human Agency Paradox. So does it mean you should be wary of using AI, as it may leave you dumb? Well, no. I am not saying that as I don't want to be killed by AI fanatics :-). I am just an AI Advocate. Nevertheless, we must appreciate that while not all friction is worth keeping, developmental fric...