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Edges
Field notes on finding your AI edge — and making it last.
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Stop Thinking Small About AI Transformation
Most executives reach for "do more with less" when they talk about AI. It sounds responsible. It's also a ceiling. The companies pulling away are running a different equation entirely.
The Great AI Pivot: How the Industry Shifted from Models to Products
The AI industry experienced a fundamental strategic transformation between January 2023 and July 2025. What began as a race for superior model capabilities evolved into an intense competition for product dominance, marking a clear inflection point in how AI companies allocate resources and define success...
Read · 4 min
AI augments rather than replaces: Evidence challenging job displacement fears
The narrative that artificial intelligence will eliminate most human jobs faces mounting evidence to the contrary. This comprehensive research report examines evidence from leading institutions, historical analysis, and real-world implementation data showing AI primarily augments human capabilities rather than replacing workers wholesale.
Read · 5 minWhat we believe
Tools are easy. Wisdom is earned. Every essay starts at the outcome and works backward — because the edge isn't the model. The edge is you.
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Posts on designing AI that lasts — practical, no hype. Read in 5 minutes.
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