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Category: AI
Artificial Intelligence
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Where the AI Ends and the Harness Begins
The largest productivity gain available from AI is not the one most leaders are measuring. Personal speedups, the 20 to 30 percent lift on…
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Build T-Shaped Agents, Not Assembly Lines
The most expensive decision in an agentic system is not which model you run. It is how you divide the work. The industry’s first…
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Comprehension Debt
Your team is shipping faster than ever. The question is whether they understand what they shipped. Comprehension debt is the growing gap between code…
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AI Amplifies Judgment; It Doesn’t Replace It
First Principles of AI Usage — Part 9 AI is a multiplier. The thing it multiplies is you. That framing has a sharp implication most…
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Evaluate Outcomes, Not Vibes
First Principles of AI Usage — Part 8 AI produces fluent output. That is the problem. When an AI response is well-structured, confidently phrased, and…
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Least Privilege, Maximum Constraint
First Principles of AI Usage — Part 7 Constraints make AI better. This is counterintuitive. Most teams assume that giving an AI system more access,…
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Iterate, Don’t Orate
First Principles of AI Usage — Part 6 Ninety percent of engineering teams now use AI. Only 23% extract meaningful productivity gains from it. That…
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Decompose Before You Delegate
First Principles of AI Usage — Part 5 I asked an AI agent to build a procedurally generated terrain system for a Godot video…
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Calibrate Autonomy to Stakes
First Principles of AI Usage — Part 4 Amazon’s Kiro AI agent caused a 13-hour AWS outage by deleting and recreating a production environment.…
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You Own the Output
First Principles of AI Usage — Part 3 AI did not make your job easier. It expanded what is possible for you to accomplish,…