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.
why aren't all 56 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 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
Matt Clifford: The UK Can Return to Being the World's Richest Country
“I think the UK can go back to being pretty much the richest country in the world per capita. I really truly believe that.”
Matt Clifford: Value of Scaling Compute and Data for LLMs Is Flattening
“I think that we are seeing the flattening off of the value of just adding more compute and more data to language models.”
Matt Clifford: The EU AI Act Is a Mistake for AI Innovation
“I mean, I do think the EU AI Act is a mistake.”
Matt Clifford: Local Councils Blocked US Tech Giants' UK Data Center Investments
“And the number one issue that these companies had, and I'm really not exaggerating, was we want to invest billions and billions of dollars to build compute infrastructure in the UK, and your local county councils in the middle of nowhere keep vetoing our data …”
Matt Clifford: Degrowth Is the Worst Acceptable Idea
“So I think probably like the worst idea in the world that it's acceptable to hold in polite company is like degrowth. Like the idea that like, oh, you know, like the real problem in the world is like Too many people, too much stuff, too much consumption, we sh…”
Matt Clifford: Quant Trading at Jane Street Is a Zero-Sum Game
“You could be an extremely highly paid crossword puzzle solver which is sort of how I think about, Jane Street playing a zero sum game, or you can, like, change people's lives.”
Matt Clifford: Ambitious Founders Should Consider Building AGI Companies Today
“I, 12 months ago, if I'd been on here, I would have told you, It's too late to build an AGI company, like that ship sailed, there's gonna be like three or four of them, they already exist. I now think the most ambitious founders today should seriously consider…”
Matt Clifford: China Is More Paranoid About AI Safety Than Other Governments
“China is more paranoid about AI safety than probably any other government.”
Matt Clifford: US Export Controls Successfully Restrict Chinese GPU Clusters
“The U.S. Export controls on, you know, the semiconductor supply chain have had an impact. It's harder if you are a big Chinese company to build a access a 100,000 GPU cluster.”
Matt Clifford: Text-Based AI Scaling Is Hitting an S-Curve Limit
“I don't think there's a lot further to go in just finding more text. You know, I think we may be at the flattening out of the S-curve on text, but I suspect the next S-curve could just involve finding ways to yeah, to use video, to use, like, interactive exper…”
Matt Clifford: Capital and Talent in AI Labs Will Unlock Next S-Curve
“My, if I had to bet, my bet is that the enormous amount of capital and talent That has been aggregated, you know, around this relatively small number of companies because of the hype will be enough to unlock the next S-curve, and so you'll see, you know, kind …”
Matt Clifford: AI Lab Capabilities Will Diverge Over the Next Two Years
“In the short term, I think we're likely to see more divergence, you know, over the next couple of years than convergence.”
Matt Clifford Would Not Invest in OpenAI at $90 Billion Valuation
“Ah, you know, I think it, I think I would not be, I mean, I'm a huge fan of OpenAI.”
Matt Clifford: CCP Restrictions Hinder China From Producing Untrammeled AGI Founders
“And I think in China, as we've seen in other parts of the tech industry in China, the CCP is very nervous about entrepreneurs being given that much room. And so I think that it's not trivial to create the conditions in which a Chinese Sam Altman or a Chinese D…”
Matt Clifford: Next US President Will Maintain Aggressive Nvidia Export Bans
“The one bipartisan issue in Washington Is screw China. And, you know, like, it's certainly true that I remember writing about in 20, you know, 1819, about, like, Trump export controls, and what's interesting is that the Biden White House has been as aggressive…”
Matt Clifford: Highly Capable AI Agents Will Emerge Within Five Years
“I think we'll get really good agents in the next five years.”
Matt Clifford: UK Has Less AI Regulation Than Any Major Tech Nation
“On AI the UK has less regulation than any other country that has a significant AI industry.”
Matt Clifford: London Retains Top AI Research Talent Better Than San Francisco
“I think in, in London, it's much more plausible that you build a truly world-class research team and keep them together for long enough to really see the impact.”
Matt Clifford: Entrepreneur First Raised More Capital in Michigan Than London
“I've raised more money in Ann Arbor, Michigan than I have in London, and I won't name the name of the pension fund, but, you know, one of my biggest investors is a sort of state pension fund in Michigan, and they've been amazing partners to us for a long time,…”
Matt Clifford: Inexpensive AI Drones Inherently Favor Rogue Non-State Actors
“Being able to build cheap, Smart drones benefits rogue actors, you know, non-state actors a lot more than it benefits states.”
Matt Clifford: Pivoted Focus at EF to Defense Tech Over Market Potential
“One of the reasons I've, Really pivot my time within EAF to working on defensive technologies is, I think there's an amazing commercial opportunity there, but I also think it's what the world needs. We need to build the technologies that mean that the negative…”
Matt Clifford: Cambridge CS Graduates' Top Dream Job Remains Jane Street Trader
“Even today in the UK, even with all the progress has been over the last decade in the ecosystem I would say the most aspirational job for a Cambridge computer science grad is to go work at Jane Street and be a trader.”
Matt Clifford: Europe and India Would Rival Silicon Valley With Top Talent
“Like, why does Silicon Valley work? Because the most ambitious and talented people in that area become founders. If the same thing happened, In the UK, in Europe, in India, we'd have very similar outcomes.”
Matt Clifford: Incubators Should Pick Exceptional 21-Year-Olds Over Good 31-Year-Olds
“You got into the thing where it's very hard if you're new to what we do to compare the CV of like a thirty-one-year-old Who's actually good but not exceptional, and a 21 year old who's exceptional but has no experience, and choose the 21 year old. But you actu…”
Matt Clifford: European Founders Self-Censor Ambition Due to Conservative Local Investors
“Part of the reason it's hard to do investing here is that often by the time you meet founders, they've conditioned themselves to, like, reduce the ambition in the pitch, because they're just, you know, being so used to people being like, well, that's not very …”
Matt Clifford: Not Attempting a Startup at Stanford Is a Negative Signal
“If you grew up in the Bay Area, and you go to Stanford, and you graduate, and you never thought about starting a company, and there's a very negative signal on you as a founder.”
Matt Clifford: AI Progress Has Come From Compute and Data, Not Ideas
“Certainly the last five years, but arguably longer, the story of AI is really a story largely about the deployment of just enormous amounts of compute and enormous amounts of data, and not that many new ideas, candidly.”
Matt Clifford: Pure LLM Approach Will Be Quickly Commoditized
“I think the pure LLM approach absolutely is commoditized. Will be, either is or will be very quickly commoditized.”
Matt Clifford: China Requires AI Developers to Submit Training Data to Government
“For example, if you train a large model, you have to, like, supply random samples of the training data to the to the CCP or to the government. You have to you have to, like, show it's, like, political, that it is not gonna undermine any of the, you know, state…”
Matt Clifford: Infrastructure Protocols for AI Agents Will Create Massive Value
“Whoever builds the protocol, that for key slices of the economy, Actually allows agents to come together and do business together. That's going to be an extraordinarily valuable company.”
Matt Clifford: Wayve Is the Top Private Embodied AI Company Globally
“You have probably the top embodied AI company, private company in the world in Wave.”
Matt Clifford: Current AI Is Not More Powerful Than Nuclear Weapons
“I don't think AI today is more powerful than nuclear weapons.”
Matt Clifford: Founder Peak Performance Matters More Than Co-Founder Synergy
“Synergies do matter, but I think probably the best predictor is how good is the best person at their best.”
Matt Clifford: Academic Literature on Entrepreneurship Offers Zero Alpha
“I would say, in general, the academic literature on entrepreneurship is Not helpful for either entrepreneurs or VCs. Might be interesting, but it's not, there's no alpha in it.”
Matt Clifford: Pitching Back an Ambitious Vision Tests Founder Conviction and Drive
“The other thing he does better than anyone else I know is he pitches back to the founder the most ambitious version of the idea they've just pitched him, and I think he, he's just exceptionally good at that, and he learns so much from how the founder responds.”
Matt Clifford: VC Preference for Familiar Co-Founders Is Survivorship Bias
“You can start a company with a stranger. You know, I think a lot of the conventional wisdom on who you should start companies with is just survivorship bias.”
Clifford: Ambitious Europeans treat careers as resume badge collecting
“What we believe founding thesis of EF is that The way that European society has evolved is such that the most ambitious people in our society almost see their careers as a succession of more badges to collect, you know, tick off doing well at schools, that you…”
Clifford: Traditional VC criteria for evaluating founding teams are outdated
“So all the conventional wisdom about how good teams formed come from a world where very few people became entrepreneurs. But now we're moving into a world where many more people would be entrepreneurs and many more people should be entrepreneurs. And that actu…”
Clifford: Only society's most talented and ambitious should be entrepreneurs
“No, everyone should not be an entrepreneur. And I think sometimes our message gets confused with that idea which is something we want to push back against very hard. So we absolutely do not believe that everyone should be an entrepreneur. What we actually beli…”
Clifford: Founder skills are procedurally generated by doing, not taught
“I mean, we, we've often talked at Entrepreneur First about your abilities as a founder are something that you discover by being a founder. I don't think they're either latent within you at birth and you know, you just, ah, you are or you're not, nor do I belie…”
Clifford: No psychographic test can identify if someone is a founder
“There is no test you can take. There is no you know, personality, psychographic, multiple choice quiz that will tell you whether you're a founder. Really the only way to find out is by trying because you get better by being one.”
Clifford: Waiting to feel ready before starting a startup is a red herring
“I think it's very, very dangerous and very, very negative for people to believe that they need to wait until they're, in inverted commas, ready before they start a startup. I don't believe that anyone is ready. I think actually what founding a company throws a…”
Clifford: Entrepreneur First will never expand to Silicon Valley
“One thing people often ask us is, would it make sense to open EF in Silicon Valley? And we always say no. And the reason is, you know, go back to that idea I talked about earlier of default career paths. And our mission at Entrepreneur First is to shift the de…”
Matt Clifford: Startups Should Not Attempt to Build Larger LLMs
“Frankly, I don't think startups today should be trying to compete on building bigger and bigger LLMs. It doesn't make sense. It's mainly a capital game.”
Matt Clifford: Meta's Llama 4 Will Incorporate New Architectural Ideas Beyond Scaling
“Llama-IV will not just be You know, a bigger Lama three. It will have to be different. It will incorporate new ideas.”
Chinese AI Developers Translate Western Research Faster Than the West Translates Theirs
“When Leopold Aschenbrenner published his situational awareness thing, which obviously, like, you know, became You know, kind of blew up a couple of weeks ago. Within three days, I hear from a friend who follows China very closely, there were five Chinese circu…”