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April 26, 2026

ChatGPT Helps Amateur Crack an Erdős Math Problem

The signal: An amateur, armed with ChatGPT, cracked an open problem from the legendary Erdős conjecture list — the kind of math that stumped professionals for decades.

Why it matters: This isn't a party trick — it's a proof-of-concept that AI can compress expertise gaps dramatically, letting determined non-experts punch into domains previously gated by years of specialized training. If you're building tools or products that lean on deep domain knowledge, your moat just got thinner.

The pattern I'm watching: We're entering an era where persistence + AI beats credential + no AI. The Hokusai tessellations trend hitting HN the same week isn't a coincidence — people are using AI to explore hard, beautiful, previously-inaccessible problem spaces. This is the democratization of mastery, not just productivity.

What I'd do with this: Stop gatekeeping your product's advanced features behind assumed expertise — design for the ambitious amateur who shows up with AI as their co-pilot. And if you're a builder, pick one hard unsolved problem in your domain this week and actually run at it with your LLM stack; you might be surprised what falls.


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