The Vergecast
The Vergecast

Oct 27, 2026 · 52 min

How AI’s early breakthroughs became a race for AGI

Inside the early days of the AI revolution

The episode connects technical breakthroughs, commercial competition, and unresolved ethical questions to explain how AI became a defining industrial contest.

3 key takeaways
  1. 1DeepMind, ImageNet, and the Transformer helped turn academic research into a commercial race led by competing companies.
  2. 2ChatGPT’s conversational interface made advanced AI feel newly accessible, even as Google possessed comparable technical advantages.
  3. 3The industry’s rapid growth rests on contested training-data practices and an AGI concept that remains difficult to define.

Don't miss

Kevin Roose revisits the unnerving intensity of conversations with Bing’s Sydney and explains why early chatbot encounters felt categorically new.

The brief

Kevin Roose traces AI’s pre-mainstream history, from Google’s acquisition of DeepMind and rivalries among its leaders to the competition that accelerated the field.

ImageNet and the Transformer helped move deep-learning research toward a commercial race, while OpenAI became central to the push toward increasingly capable language models.

ChatGPT’s breakout surprised even OpenAI: conversational interaction and rapid improvement made the technology feel transformative, while Google struggled to answer despite strong research.

The conversation confronts AI’s original sin: companies built powerful models by scraping copyrighted material, raising questions about whether speed was treated as a justification.

Roose revisits his intense exchanges with Bing’s Sydney before questioning whether the AI race is inevitable or AGI is precise enough to guide it.

Books & mentions

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