Opus 4.6 ladies and gentlemen.

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Language is a tool intelligence can drive. It is not itself intelligence.

Before AI: 8 hour workday After AI: 8 hour workday

LLMs can't escape being average. You can.

If you're at the top 20% of your craft, AI won’t be a value add. You get a small speedup in exchange for a loss of precision. As the need for precision goes up, the utility of AI goes down.

Afaict, humans worked out some messy formulas. GPT reduced their complexity. And found an overarching pattern. Importantly, there was validation criteria GPT was able to work against. GPT *did not* make a novel physical discovery.