The Ledger

Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.

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why aren't all 43 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 43 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable

Prediction Open · timeframe Aug 2031
Taylor: Valar Atomics will turn on a new reactor every few minutes
“And we will get it down to minutes. This company will get, we'll get to the point where we have a new reactor turning on every few minutes.”
Isaiah Taylor Aug 15, 2026 ▶ 25:48 How Nuclear Will Unlock Energy Abundance with Valar Atomics Founder Isaiah Taylor
Prediction Open · timeframe Aug 2036
Taylor: Valar Atomics could be worth $500B in 10 years
“And, you know, we're sitting here right now, you know, less than three years from the founding of the company, and I think if you look back at 10 years in 10 years from now, and, you know, Valor's worth five hundred billion, something like that you will be abl…”
Isaiah Taylor Aug 15, 2026 ▶ 43:23 How Nuclear Will Unlock Energy Abundance with Valar Atomics Founder Isaiah Taylor
Prediction Open · timeframe Aug 2031
Taylor: Nuclear Fission Will Make Energy 1,000 Times Cheaper
“I know that nuclear fission will make energy a thousand times cheaper than it is today. Somebody will do that.”
Isaiah Taylor Aug 15, 2026 ▶ 55:12 How Nuclear Will Unlock Energy Abundance with Valar Atomics Founder Isaiah Taylor
Assertion Open · timeframe Jun 2027
Brown: Modern AI models can reason for weeks before plateauing
“What we're seeing today with the modern models is that 5.5 and other models can think for, if you scaffold them reasonably well, can think for weeks even before having performance plateau on some of these benchmarks.”
Noam Brown Jun 26, 2026 ▶ 3:34 Really Big Test-Time Compute in AI Changes Benchmarks, Safety and Research with OpenAI's Noam Brown
Prediction Open · timeframe Jun 2029
Knoop: ARC solution will likely need under 10k code lines, not massive LLMs
“It's quite likely actually that the solution it can be like written in like 10,000 lines of code or less. And it's not gonna require these like, you know, gigantic You know, two hundred billion large parameter models in order to solve it.”
Mike Knoop Jun 11, 2024 ▶ 15:15 No Priors Ep. 68 | With Zapier Co-Founder and Head of AI Mike Knoop
Prediction Open · timeframe May 2029
Scott Wu: AI will lead to more software engineers, not fewer
“I think if anything, there's going to be more engineers, not less and I'll kind of give two reasons why. I think the first is there's just so much demand for engineering out there and so much demand, honestly, even in ways that we don't always think about, rig…”
Scott Wu May 2, 2024 ▶ 9:53 No Priors Ep. 62 | With Cognition CEO and Co-Founder Scott Wu
Prediction Open · timeframe Nov 2028
Mensch: AI will not trigger the next pandemic; climate change will
“I don't think AI is going to be the one triggering the next pandemic. It's always going to be climate change.”
Arthur Mensch Nov 9, 2023 ▶ 22:11 No Priors Ep. 40 | With Arthur Mensch, CEO Mistral AI
Prediction Open · timeframe May 2028
All Base Foundation Models Will Ultimately Open Source Their Pre-Training Phase
“So my take is that foundation models will all be open source for the deep learning phase.”
Emad Mostaque May 3, 2023 ▶ 10:19 No Priors Ep. 3 | With Stability AI’s Emad Mostaque
Assertion Open · timeframe Aug 2029
Hodak: Science aligns animal brain recordings with AI model representations
“We use that constructively at science like that. So we know that that is. That is true because we can get alignments between animal brain neural recordings and AI model internal representations.”
Max Hodak Aug 20, 2026 ▶ 20:40 From Restoring Sight to Reimagining the Brain, with Max Hodak
Prediction Open · timeframe Jun 2031
Tan: Chip manufacturing will reach 10A and 7A nodes despite escalating costs
“So I think I can see, you know, right now we have A and then now going to production of A, I can see 10 and seven. And so I think that path, I think we can get there, but couldn't it be more and more expensive and more difficult to do?”
Lip-Bu Tan Jun 18, 2026 ▶ 15:50 Re-engineering the Semiconductor Supply Chain with Intel CEO Lip Bu Tan
Prediction Open · timeframe Apr 2056
Allaire: Global economy will depend on the US dollar for 30 to 50 years
“Our existing economic system, like, it does depend on really major reserve currencies like the dollar, and my view is, like, that's going to continue for a while maybe 30, 4050 years.”
Jeremy Allaire Apr 9, 2026 ▶ 5:10 How AI Agents Will Transform the Financial System with Circle Co-Founder and CEO Jeremy Allaire
Prediction Open · timeframe Feb 2031
Tiwari: Hyperscaler AI CapEx Will Scale to Trillions Over Next Several Years
“And over the next several years you know, that scales to trillions of dollars, right?”
Neil Tiwari Feb 26, 2026 ▶ 6:49 Who's Actually Funding the AI Buildout?
Prediction Open · timeframe Jan 2036
Michael: Autonomous systems could consume 30% of defense budget within 10 years
“So, you know, in 10 years, it wouldn't surprise me if 20, 30% of the budget is, is, is spent on those kinds of systems.”
Emil Michael Jan 15, 2026 ▶ 10:20 The Largest Untapped Market Inside U.S. Defense | Emil Michael
Prediction Open · timeframe Dec 2026
Guo: Someone Will Make Hundreds of Millions Trading Markets With LLMs
“From a prediction standpoint, personally, I think we're going to see somebody make a lot of money, hundreds of millions of dollars, trading markets with LLMs next year. It's inevitable.”
Sarah Guo Dec 19, 2025 ▶ 1:13 No Priors Ep. 144 | The 2026 AI Forecast with Sarah & Elad
Prediction Open · timeframe Dec 2027
Voice conversational AI will pass the Turing test within a year
“I think this is, is good for customer support or customer experience, but it's still a way away from like conversation like we have and like passing that Turing test. So I think this is still like a, at least a year, like within a year. And then you will have …”
Mati Staniszewski Dec 11, 2025 ▶ 31:29 No Priors Ep. 143 | With ElevenLabs Co-Founder Mati Staniszewski
Prediction Open · timeframe Dec 2026
Liemandt expects hundreds of Texas sports academy schools next year
“We expect we will have hundreds of schools in Texas, this Texas sports academy next year, a billion dollars of vouchers are coming.”
Joe Liemandt Sep 25, 2025 ▶ 41:14 No Priors Ep. 133 | With Alpha School Principal Joe Liemandt
Prediction Open · timeframe Dec 2026
Helberg: US CapEx is over 2% of GDP and will probably double next year
“Massive CapEx investment, as you guys know that has really picked up in a statistically significant way. It's over two percent of GDP right now, and it's probably gonna double by next year.”
Jacob Helberg Aug 28, 2025 ▶ 3:58 No Priors Ep. 129 | With U.S. Under Secretary of State (E) Designate Jacob Helberg
Assertion Open · timeframe Aug 2028
Patel: OpenAI o1 and o3 share basic architecture with GPT-4o
“For a long time, OpenAI was charging more per token for the reasoning model, right, O-one and O-three than they were for GPT-Four-O, even though the architecture is, like, basically the same. It's just the weights are different.”
Dylan Patel Aug 14, 2025 ▶ 9:54 No Priors Ep. 127 | With SemiAnalysis Founder and CEO Dylan Patel
Prediction Open · timeframe Aug 2030
Prince: Smartphones will soon run local models matching current ChatGPT
“It is not particularly long before you're running something which is the equivalent of kind of the current generation of ChatGPT on your iPhone or your, or at your Android device.”
Matthew Prince Aug 7, 2025 ▶ 38:17 No Priors Ep. 126 | With Cloudfare CEO Matthew Prince
Prediction Open · timeframe Jun 2030
Younis: FSD-like systems will become standard vehicle features within five years
“So I think general availability on a FSD like system over the next five years is going to be common, just like navigation systems.”
Qasar Younis Jun 17, 2025 ▶ 32:35 No Priors Ep. 119 | With Applied Intuition's Qasar Younis and Peter Ludwig
Prediction Open · timeframe Dec 2035
Younis: Self-driving software will become virtually free by 2030–2035
“I think at 2030, 2035, you're going to have deep downward pricing pressure, like to where it's like the expectation is going to be close to free.”
Qasar Younis Jun 17, 2025 ▶ 35:24 No Priors Ep. 119 | With Applied Intuition's Qasar Younis and Peter Ludwig
Assertion Open · timeframe Apr 2030
Goldman: All surface minerals discoverable by eye have already been found
“Anything you can find by traipsing across the ground with your eyes has been found by now, and we need more intelligent ways of looking for minerals in places that are concealed.”
Josh Goldman Apr 17, 2025 ▶ 2:22 No Priors Ep. 111 | With KoBold Metals Co-Founder and President Josh Goldman
Prediction Open · timeframe Mar 2035
Rao: Doctors and Nurses Will Not Be Fully Automated in 10 Years
“And the thesis for us in healthcare delivery is that we don't think doctors or nurses are going to get fully automated over the next 10 years.”
Dr. Shiv Rao Mar 27, 2025 ▶ 0:51 No Priors Ep. 108 | With Abridge Founder and CEO Shiv Rao, MD
Prediction Open · timeframe Nov 2034
Huang: AI compute will follow hyper Moore's Law over the next decade
“Over the next 10 years our hope is that we could double or triple performance every year at scale. Not at chip. At scale. And to be able to, therefore, drive the cost down by a factor of two or three, drive the energy down by a factor of two, three every singl…”
Jensen Huang Nov 7, 2024 ▶ 1:45 No Priors Ep. 89 | With NVIDIA CEO Jensen Huang
Prediction Open · timeframe Sep 2034
Karpathy: Tesla Autonomous Stack Will Be Pure End-to-End Neural Net in 10 Years
“And I do suspect that The end-to-end systems for Tesla in, like, say, 10 years, it is just a neural net. I mean, the videos stream into a neural net and commands come out.”
Andrej Karpathy Sep 5, 2024 ▶ 5:32 No Priors Ep. 80 | With Andrej Karpathy from OpenAI and Tesla
Prediction Open · timeframe Aug 2028
Khan: Almost all teachers will use generative AI within five years
“I think it will be safe to say that in five years, almost all teachers will be using generative AI for lesson planning, grading, Progress reports, rubric creation.”
Sal Khan Aug 17, 2023 ▶ 27:31 No Priors Ep. 28 | With Khan Academy’s Creator Sal Khan
Prediction Open · timeframe Jun 2028
Schimpf: US will not adopt autonomous robots making lethal strike decisions
“The U S is not going to adopt systems that have autonomous robots going out and making sort of lethal decisions about, you know, what to attack or not. That's not really how the U S works. We assign accountability to the person that employed a weapon system. T…”
Brian Schimpf Jun 1, 2023 ▶ 19:20 No Priors Ep. 19 | With Anduril CEO Brian Schimpf
Prediction Open · timeframe Dec 2027
Armstrong: New Limit will launch its first Phase 1 clinical trial next year
“And then the first phase one clinical trial will be launching next year.”
Brian Armstrong Sep 10, 2026 ▶ 29:24 Coinbase’s Everything Exchange: Agentic Finance, Stablecoins & Tokenization with CEO Brian Armstrong
Prediction Open · timeframe Aug 2028
Gil: Startup valuations will rise and financing will ease over two years
“And so I do think we're going to see a ongoing rise in valuations most likely over the next year or two, much more than we've seen today. And obviously there'll be some great things in there and there'll be a bunch of stuff that doesn't deserve it, but I actua…”
Elad Gil Aug 6, 2026 ▶ 14:23 Chasing Trillion-Dollar Companies, Founder Ambition, Token Budgets, & Regulatory Capture
Prediction Open · timeframe May 2029
Feldman: Cerebras will sell tens of thousands of third-generation systems
“It was like, you know, the first gen we might have sold a dozen. The second gen we probably sold 300, and now we're still going to sell tens of thousands in the third gen.”
Andrew Feldman May 21, 2026 ▶ 8:51 The Story Behind Cerebras’ $63 Billion IPO with Founder and CEO Andrew Feldman
Prediction Open · timeframe Feb 2031
Tiwari: Physical AI will require debt and project finance to scale
“And so I think the natural kind of extension of what we see is kind of what happened in the compute markets where you really needed flexible capital, where it wasn't just equity, it was debt and, you know, a variety of project finance to really scale capex. Yo…”
Neil Tiwari Feb 26, 2026 ▶ 31:00 Who's Actually Funding the AI Buildout?
Assertion Open · timeframe Apr 2025
Goldman: Mingomba is the highest-grade undeveloped large copper deposit globally
“It is the highest highest grade large copper deposit that is not yet a mine. The average of operating copper mines today is that the concentration of copper in the ore is, is about 0.6%. So if you mine a thousand kilograms of ore, not including the non-ore roc…”
Josh Goldman Apr 17, 2025 ▶ 12:13 No Priors Ep. 111 | With KoBold Metals Co-Founder and President Josh Goldman
Assertion Not yet assessed · timeframe Apr 2023
Training OpenAI base models on code improved chain-of-thought reasoning
“So they had wanted to see what introducing code into their into their base models would do. I think it had positive effects on chain of thought reasoning.”
Alex Graveley Apr 25, 2023 ▶ 15:28 No Priors Ep. 10 | With Copilot's Chief Architect and founder of Minion.AI Alex Graveley
Assertion Open · timeframe Sep 2026
Armstrong: Stablecoin payments settle under one second for under one cent
“You can send money at the speed of information, right? It's kind of like under one second, under one cent us to move money anywhere in the world.”
Brian Armstrong Sep 10, 2026 ▶ 3:01 Coinbase’s Everything Exchange: Agentic Finance, Stablecoins & Tokenization with CEO Brian Armstrong
Prediction Open · timeframe Dec 2027
Hodak: Science's in-house retinal gene therapy probably enters human trials next year
“What we ended up doing is we developed indigenously a state of the art gene therapy, which is probably going to humans next year.”
Max Hodak Aug 20, 2026 ▶ 4:40 From Restoring Sight to Reimagining the Brain, with Max Hodak
Prediction Open · timeframe Feb 2029
Guo: Physical AI products will secure contracts enabling debt financing
“I think the products will support investment grade buyers who are going to have contracts that say, like, we want it, and you can raise debt against it.”
Sarah Guo Feb 26, 2026 ▶ 32:32 Who's Actually Funding the AI Buildout?
Prediction Open · timeframe Mar 2035
Dohmke: Developers will maintain legacy PHP and COBOL for a decade
“And so we are still I think for like a decade or so at least going to have software developers that work in, in lots of old school, you know, PHP code and COBOL code and all that stuff.”
Thomas Dohmke Mar 13, 2025 ▶ 19:03 No Priors Ep 106 | With GitHub CEO Thomas Dohmke
Prediction Open · timeframe Mar 2030
Hendrycks: Nations Will Race on AI Drones Without Coordinating Restraints
“No, like, super weapon type stuff, but more conventional type of warfare, like drones and things like that, I expect that they'll continue to race and Probably not, maybe not even coordinate on anything like that, but that's just how things would go.”
Dan Hendrycks Mar 5, 2025 ▶ 22:35 No Priors Ep. 105 | With Director of the Center of AI Safety Dan Hendrycks
Prediction Open · timeframe Jan 2035
Clerico: Firefighting drones will perform rapid wildfire attacks within a decade
“So in my opinion, I think over the next five to 10 years, we will see exactly what you're talking about drones to do rapid initial attack. So you see you know, you get an ignition that's detected from a camera or satellite. And drones are pre-positioned can ge…”
Bill Clerico Jan 23, 2025 ▶ 28:00 No Priors Ep. 98 | With Convective Capital Founder Bill Clerico
Prediction Open · timeframe Nov 2029
Huang: Tiny language models will achieve superhuman performance in narrow domains
“And we're going to see superhuman tasks in one little tiny domain from a little tiny, tiny, tiny model.”
Jensen Huang Nov 7, 2024 ▶ 9:33 No Priors Ep. 89 | With NVIDIA CEO Jensen Huang
Prediction Open · timeframe Feb 2027
Papermaster: AI compute supply constraints will disappear as AMD ramps production
“Well, that's definitely happening. I mean, the supply constraint will go away. We'll be a part of that. We're ramping up and shipping as we speak on our instant line, and it's going quite well.”
Mark Papermaster Feb 29, 2024 ▶ 18:05 No Priors Ep. 53 | With AMD CTO Mark Papermaster
Prediction Open · timeframe Nov 2028
Albrecht: Users will create bespoke agents via natural language within five years
“And I think five years from now we're going to have something where it's not just you know, okay we have a scheduling bot we have this other thing but we really have these more general more robust systems where Each of us can individually say, like, I want a t…”
Josh Albrecht Nov 16, 2023 ▶ 22:39 No Priors Ep. 41 | With Imbue Co-Founders Kanjun Qiu and Josh Albrecht
Assertion Not yet assessed · timeframe Aug 2023
Khan: Bill Gates challenged OpenAI to build an AI passing AP Biology
“It turns out that Bill Gates, when he saw GPT-III, he's like, oh, this is cool. But we all know GPT-III really didn't have a good handle on knowledge, and he told the OpenAI team, he's like, I'll be impressed if this could pass the AP Biology exam. He literall…”
Sal Khan Aug 17, 2023 ▶ 34:37 No Priors Ep. 28 | With Khan Academy’s Creator Sal Khan
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