---
title: "Why 2031 Might Be the Last Year Humans Do AI Research"
url: https://daily.dev/posts/why-2031-might-be-the-last-year-humans-do-ai-research-fgfuyjmjn
source_url: https://blog.devgenius.io/why-2031-might-be-the-last-year-humans-do-ai-research-fb84a8bdaaa8
type: article
source: "Dev Genius"
published: 2026-08-23T12:46:21.556Z
updated: 2026-08-23T12:58:43.712Z
tags: ["ai", "machine-learning", "openai", "reinforcement-learning"]
reading_time: 11
upvotes: 5
comments: 4
language: en
---

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# Why 2031 Might Be the Last Year Humans Do AI Research

**[Dev Genius](https://daily.dev/sources/devgenius)** · 11 min read · 5 upvotes · 4 comments

## Summary

A speculative forecast, built on claims from Redwood Research's Ryan Greenblatt in a Dwarkesh Podcast debate, argues that by 2030-2031 AI systems will fully automate AI research and development, triggering recursive self-improvement that compresses roughly five years of historical AI progress into a single year. The piece lays out a hypothetical multi-tier training pipeline for turning models into AI researchers, argues that data availability won't bottleneck this process since compute spending dwarfs data spending 10:1 to 20:1, and extends the argument into an 'industrial explosion' where AI-designed chips and robotics reshape the physical economy, culminating in projected artificial superintelligence by 2033.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://blog.devgenius.io/why-2031-might-be-the-last-year-humans-do-ai-research-fb84a8bdaaa8>

## Community discussion

Top comments from developers on daily.dev.

**@musikk** · 2 upvotes

> On principle I won't believe anyone who claims they can predict 5+ years into the future.

**@adnansabbir** · 1 upvotes

> Remember the startup scam culture,
>
> Promise tons of feature, gain users, get funding
>
> Do the same as long as you can and exit.
>
> At some point it blows up.

**@ruhabasim** · 0 upvotes

> 2031 feels pretty ambitious lol

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---

Tags: [#ai](https://daily.dev/tags/ai), [#machine-learning](https://daily.dev/tags/machine-learning), [#openai](https://daily.dev/tags/openai), [#reinforcement-learning](https://daily.dev/tags/reinforcement-learning)

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