Forecast in this report
2038 (technological singularity)

Best single-year bet. Credible AGI or near-AGI: 2028–2031; AI becomes the dominant producer of software, research and engineering: 2031–2035; genuine intelligence feedback loop: 2035–2038.

Assessment as of July 20, 2026 · an estimate, not a deadline

What changed

Initial single-year singularity forecast of 2038, with credible AGI or near-AGI in 2028–2031 as an earlier, distinct stage.

2038. That is my best single-year bet for the actual technological singularity: not merely an AI that can do most human intellectual work, but the point where AI substantially automates AI research, improvement compounds, and technological change becomes too rapid for unaided humans and existing institutions to track.

Initial forecast

2038: the original technological-singularity forecast

2038. That is my best single-year bet for the actual technological singularity: not merely an AI that can do most human intellectual work, but the point where AI substantially automates AI research, improvement compounds, and technological change becomes too rapid for unaided humans and existing institutions to track.

1 min read · Dated assessment · 1 source groups

2038.

That is my best single-year bet for the actual technological singularity: not merely an AI that can do most human intellectual work, but the point where AI substantially automates AI research, improvement compounds, and technological change becomes too rapid for unaided humans and existing institutions to track.

My rough sequence:

  • 2028–2031: credible AGI or near-AGI systems.
  • 2031–2035: AI becomes the dominant producer of software, research and engineering.
  • 2035–2038: automated AI R&D, enormous compute investment and machine-speed coordination create a genuine intelligence feedback loop.
  • 2038: calling the resulting transition “ordinary technological progress” stops making sense.

That is later than the most aggressive forecasts because software intelligence still has to push through physical bottlenecks—chips, power plants, robotics, laboratories and construction. It is earlier than Kurzweil’s famous 2045 date because current forecasting has moved dramatically forward: Metaculus currently centers weakly general AI around August 2028, prominent short-timeline forecasters have moved toward roughly 2030 for stronger AGI, and DeepMind’s Demis Hassabis now says AGI is probably only a few years away. [1]

So: the singularity happens in 2038. AGI probably arrives several years earlier, and people will argue afterward about which exact event counted.

Sources & qualifications

Sources cited in the original report. Separate verification notes, where present, were added during the archive import.

  1. When Will Weakly General AI Arrive?

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The first revision: 2030, with late 2029 plausible