💡AI Progress Is Logarithmic, Not Exponential
AI won't revolutionize science, just nudge it forward
TL;DR
AI's impact on scientific progress is incremental, not revolutionary. It will help make small jumps forward, but the story of breakthroughs remains complex and nuanced.
AI's impact on scientific progress is incremental, not revolutionary. The frontier labs are building tools for an AI-powered scientific apparatus, but these tools will only make occasional small jumps forward in progress. Building a robot Einstein isn't the key to making breakthroughs; past breakthroughs have only pushed back the frontier of human knowledge a little more. Specification is hard and doesn't always have just one solution. AI excels in verifiable domains like math, but full automation will require more foresight, prediction, and creating one’s own feedback loops. The story of scientific progress is not a rapidly rising hyperbolic crescendo of Eureka's.
Key Points
Meaningful intellectual progress is exponentially hard, making small jumps forward in progress (9).
The story of scientific progress is often reduced to a lone genius having a brainwave, but this is a myth (4).
AI excels in verifiable domains like math, but full automation will require more foresight, prediction, and creating one’s own feedback loops (17).
The scientific apparatus will make occasional small jumps forward in progress, not a rapid rise in knowledge (20).
Humans accumulate variance through experience, and collaborative processes within organizations absorb variety (15, 16).
Why It Matters
If you're working on a project that relies on rapid scientific progress, AI won't be the magic bullet you're hoping for. It will help make small jumps forward, but the story of breakthroughs remains complex and nuanced. Specification is hard and doesn't always have just one solution. The frontier labs are building tools for an AI-powered scientific apparatus, but these tools will only make occasional small jumps forward in progress.
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