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Competing cases

The strongest cases for and against acceleration, presented fairly

Level
Intermediate
Reading time
13 minutes
Last revised
2026-08-11
A visual model for the ideas in this guide

Most arguments about AI acceleration present one position properly and the other as a caricature. That makes the argument louder without making the forecast better.

The useful approach is to build the strongest version of each case, identify the observations both sides accept, and find the evidence that would move probability from one side to the other. The result is not a verdict. It is a map of the disagreement.

The useful idea

The central disagreement is whether the remaining barriers mostly yield to more resources and better methods, or require qualitative breakthroughs that current trends cannot supply.

Inside this guide

  1. Start by naming what might be accelerating
  2. The strongest case that acceleration continues
  3. The strongest case that progress is closer to a plateau
  4. What both sides can accept
  5. The observations that would move the argument
  6. How to hold a position without joining a camp
  7. Source trail

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FoundationsWhat the singularity actually means, the sober versionMeasurementHow to read an AI benchmark claim without being fooled

Tracking the evidence for the intelligence explosion.

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