Blog

Research findings, perspectives, and updates from Metaphori.

March 20, 2026

The Geometry of Expertise

Jasdeep Jaitla

Why no two experts are the same, what that means for AI, and why "You are an expert" may be the most expensive five words in the history of electricity.

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March 20, 2026

10,000 Hours Inside the Black Box: An AI Ethnography

Jasdeep Jaitla

For the last two years, I have been conducting participant observation with AI. Over 10,000 hours of direct prompting. Not running benchmarks, but living inside the conversation.

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