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Aish

@aish_caliperce4,089 subscribers

Building Hitchikersway // Recording untold 0 to 1 stories of founders and helping early stage founders in their PMF journey // 19

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Bob McGrew (Head of Research OpenAI) explains why proprietary data no longer provides companies with a competitive advantage in the AI era. Finance companies once believed their years of accumulated data would give them an edge. They planned to train specialized models on top of GPT or Llama using their exclusive information. The results shocked them. Their industry-specific models performed worse than the next generation of general purpose models. The ability to synthesize new information proved more valuable than memorizing old data. McGrew introduces the concept of "embodied labor" - the human work behind data collection. Companies spent years having employees call customers, analyze case studies, and gather information through manual processes. This accumulated knowledge required massive time and money to build. It represented thousands of hours of human effort that companies thought couldn't be replicated by competitors. But AI changes everything. Instead of years of customer calls, AI can conduct comprehensive surveys instantly. Rather than manual case analysis, AI processes thousands of examples in hours. The core insight is that value wasn't in the data itself but in the labor required to collect it. Since AI makes that labor essentially free, the advantage disappears. Companies can no longer rely on their proprietary data as a protective moat. Any competitor can use AI to replicate years of data gathering almost instantly.

Aish

240,611 просмотров • 11 месяцев назад

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Peter Thiel thinks AI is neither worthless nor world-changing but somewhere in the middle. He describes AI as "more than a nothing burger and less than the total transformation of society." His estimate places it roughly equivalent to the internet in the late 90s. The internet added about 1% to GDP growth annually for 10-15 years. It created great companies and added value, but it wasn't enough to end technological stagnation. He acknowledges AI is "the only thing we have" right now. He finds it unhealthy that progress is so unbalanced and would prefer advances in multiple areas. He wants cures for dementia and missions to Mars alongside AI development. But given the lack of alternatives, he says "I will take it." Thiel remains skeptical of the "superintelligence cascade theory" that AI will solve all problems once it gets smart enough. He doubts it will automatically cure diseases or build Mars rockets. His critique targets Silicon Valley's obsession with IQ. The tech world believes more smart people equals more progress, but Thiel argues the evidence shows otherwise. Economics suggests people often do worse the smarter they are. They struggle to apply their intelligence or simply don't fit into existing systems. The real problem isn't lack of intelligence but something deeper in society. We have plenty of smart people, yet progress remains stuck for cultural and structural reasons. Society doesn't know what to do with intelligent people. The gating factor for progress isn't IQ but how our institutions and culture handle human potential.

Aish

15,414 просмотров • 11 месяцев назад