Snapshot · All-In with Chamath, Jason, Sacks & Friedberg
Feldman referenced Thomas Kuhn's insight that scientific paradigm shifts only happen when incumbent thinkers die — a cycle AI is now compressing by accelerating learning across the equivalent of thousands of generations.
Where this was said
At 37:05 · chapter starts 16:28
Feldman takes the conversation into longer time horizons. The fundamental constraint on human knowledge is that paradigms shift at the speed of generations: Thomas Kuhn showed us that Freud, Skinner, and their disciples maintained intellectual dominance not because their ideas were right, but because they held positions of leadership until they died. New ideas have to wait for the old guard to exit. AI breaks this constraint. Feldman reaches for the geneticist's tool: fruit flies produce two generations per day, allowing researchers to observe thousands of generations of evolution in a single career. AI is now doing the equivalent for knowledge — compressing what previously took centuries of human intellectual turnover into near-instantaneous iterative cycles. He closes with the Palace of Versailles as metaphor: the builders who worked on century-long projects across multiple family generations were doing recursive, compounding learning. AI is that, but at the speed of compute.
The open source AI landscape has quietly become a geopolitical flashpoint. Outside of OpenAI's OSS model, most available open source options are Chinese. Regulated industries in finance and healthcare that need on-premise, sovereignty-friendly AI have almost nowhere to turn for domestic alternatives.
Nikesh Arora of Palo Alto Networks told Jason Calacanis that testing a frontier AI model against their own systems was devastating — it found critical bugs in hours that their own team had missed. They halted everything for six weeks of emergency patching. That's the case for government red teaming in a single anecdote.
Nikesh Arora of Palo Alto Networks told Jason Calacanis that when tested with a frontier AI model, it found unknown critical bugs — forcing the company to halt operations and patch for six weeks.
By any definition anyone would have offered 10, 20, or 50 years ago — including the Turing test — we have already hit AGI. The goalposts moved because the reality arrived faster than our imagination could keep up.
Dan Gilbert's research found that the psychological immune system — the brain's ability to justify and find satisfaction in choices — activates most powerfully when a decision is perceived as irreversible.
Barry Schwartz's research found that maximizers — people who try to optimize every decision — tend to achieve objectively better outcomes but report lower happiness than satisficers who choose 'good enough.'
Research consistently shows that while people may initially regret poor decisions, in the long run they regret the decisions they didn't make — inaction — far more than the ones they took.
A study showed that men in committed relationships who briefly viewed 10 attractive women's faces reported a measurable decrease in relationship satisfaction immediately afterward, illustrating evolutionary mismatch with modern media.
Harvard psychologist Dan Gilbert, who previously didn't believe in marriage, immediately proposed to his long-term girlfriend after his own research showed that constraints increase satisfaction with choices.
Animals first sensed light 540 million years ago, triggering an evolutionary acceleration known as the Cambrian explosion within 10 million years.
It is estimated that half of all cortical activity in the human brain is involved in visual function, underscoring vision's central role in intelligence.
Cognitive neuroscience literature shows that by age 6, humans can recognize tens of thousands of different object categories — far more data than early AI systems were trained on.
Only about 3% of FDA-approved drugs have genuinely unclear mechanisms of action, making an unknown mechanism a meaningful early red flag for any compound.
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