AlphaZero

product on 14 shows · 10 statements across 7 episodes · said 65 times in 30 episodes since 2018

Big Technology 12 No Priors 11 the Knowledge Project 10 All-In 8 Latent Space 6 the Y Combinator Startup Podcast 5 My First Million 3 the Neon Show 2 Sourcery 2 the a16z Podcast 2 American Optimist 1 the Startup Ideas Podcast 1 Capital Allocators 1 20VC 1

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Big Technology 12No Priors 11the Knowledge Project 10All-In 8Latent Space 6the Y Combinator Startup Podcast 5My First Million 3the a16z Podcast 26 more shows

2026 14 mentions in 8 episodes 2 per episode
2025 21 mentions in 13 episodes 2 per episode
2024 9 mentions in 2 episodes 5 per episode
2023 3 mentions in 2 episodes 2 per episode
2022 1 mention in 1 episode
2020 5 mentions in 1 episode
2019 1 mention in 1 episode
2018 11 mentions in 2 episodes 6 per episode

every mention on every show, scene by scene, with the transcript →

10 statements about AlphaZero, every show

Y COMBINATOR Prediction Not checkable as stated
Hassabis: Next few years of AI advances will come from RL and search
“And I think a lot of those ideas, both from AlphaGo and AlphaZero are really, really relevant to where we are with today's foundation models. And I think a lot of that is what we're going to see of the advances the next few years.”
Demis Hassabis Apr 29, 2026 ▶ 7:47 Demis Hassabis: Agents, AGI & The Next Big Scientific Breakthrough · Y Combinator
Chollet: Deep learning guidance is necessary to break combinatorial program search
“You have to break the combinatorial wall, and the way to do it is to add deep learning guidance. It's actually very similar to the principles that analyze something like AlphaGo or AlphaZero.”
François Chollet Mar 27, 2026 ▶ 42:54 François Chollet: Why Scaling Alone Isn’t Enough for AGI · Y Combinator
BIG TECHNOLOGY Prediction Not checkable as stated
Hassabis: Post-human AGI will discover room-temperature superconductors and new energy sources
“I mean, that's what to me is, it would be the AGI moment is, you know, then it will discover a new superconductor, room temperature superconductor that's possible in the laws of physics, but we just haven't found that needle in the haystack. Or a new source of…”
Demis Hassabis Jan 23, 2026 ▶ 32:31 Google DeepMind CEO Demis Hassabis: AI's Next Breakthroughs, AGI Timeline, Google's AI Glasses Bet
Y COMBINATOR Prediction Open · timeframe Sep 2030
Masad: Next-gen coding AI will train via AlphaZero-style RL, not human code
“My bet is that Pretty soon we're going to move into more of the alpha zero style of training where you have a more traditional LM that's trained on all of the internet. But then the way to train the next generation of it would be to give it a reinforcement lea…”
Amjad Masad Sep 12, 2025 ▶ 40:14 The Future of Software Creation with Replit CEO Amjad Masad · Y Combinator
BIG TECHNOLOGY Assertion Supported
Hassabis: Test-time compute elevated AlphaZero from master level to superhuman
“We had versions of AlphaGo and AlphaZero with the thinking turned off, so it was just the model telling you its first idea. And, you know, it's not bad, it's maybe like master level, something like that, but then if you turn the thinking on, it's way beyond wo…”
Demis Hassabis May 21, 2025 ▶ 4:43 DeepMind CEO Demis Hassabis + Google Co-Founder Sergey Brin: AGI by 2030?
BIG TECHNOLOGY Assertion Contradicted
Brin: Inference-time compute offsets 5,000x in training compute
“What they did with AlphaGo and AlphaZero, as you mentioned it showed, as I recall, something you would take 5000 times as much training to match what you were able to do with still a lot of training and the inference time compute that you were doing with Go.”
Sergey Brin May 21, 2025 ▶ 5:34 DeepMind CEO Demis Hassabis + Google Co-Founder Sergey Brin: AGI by 2030?
NO PRIORS Insight
Hubert: Formal math proofs enable self-improving reinforcement learning loops
“The advantage of that is that once kind of the proof is complete then you know, the machine would give you a signal back to say, yes, your proof is correct or not. And so we could search for kind of correct proofs. Once we find a correct proof, we can learn fr…”
Thomas Hubert Nov 14, 2024 ▶ 5:55 No Priors Ep. 90 | With Google's DeepMind's AlphaProof Team
KNOWLEDGE PROJECT Assertion Supported
Robinson: AlphaZero surpassed all human chess knowledge within four hours
“And in four hours, that program leapfrogged all existing human knowledge of the game, and has a chess rating of, hard to estimate, like, 36, 3700, compared with 3300.”
Adam Robinson Dec 26, 2018 ▶ 8:44 #48 Adam Robinson: Winning at the Great Game (Part 2)
KNOWLEDGE PROJECT Assertion Supported
Robinson: AlphaZero defeated top chess engine without losing a single game
“This pro, this computer program played a match against the reigning software, right, 3300. It beat it 72 to 28 in a 100 game match with no losses.”
Adam Robinson Dec 26, 2018 ▶ 9:42 #48 Adam Robinson: Winning at the Great Game (Part 2)
KNOWLEDGE PROJECT Prediction Not checkable as stated
AI Will Exponentially Exceed Human Intelligence in Hours in New Domains
“Now imagine that computer is unleashed not in the domain of chess, but in other domains. It'll totally recreate everything we know and then go beyond it in hours. So the scary thing with AI is this, that it will become exponentially smarter than we are in minu…”
Adam Robinson Dec 26, 2018 ▶ 11:45 #48 Adam Robinson: Winning at the Great Game (Part 2)

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