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why aren't all 3,439 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

Assertion Supported
Elon Musk and Tesla Failed at Building Wafer-Scale Chips for Dojo
“And after we did it Elon tried Dojo and they failed.”
Andrew Feldman Oct 6, 2025 ▶ 23:29 Cerebras CEO, Andrew Feldman on Why Raise $1BN and Delay the IPO & Why NVIDIA’s Worried About Growth · 20VC with Harry Stebbings
Assertion Supported
Feldman: Nvidia Has Zero CUDA Software Lock-In for AI Inference
“In inference, it's not real at all. There's no CUDA lock-in in inference. None. Well, you can move from OpenAI on an NVIDIA GPU to Cerebrus to Fireworks Service on something else to Together to perplexity with 10 keystrokes. I mean, anybody who actually uses A…”
Andrew Feldman Mar 24, 2025 ▶ 42:10 Andrew Feldman, Cerebras Co-Founder and CEO: The AI Chip Wars & The Plan to Break Nvidia's Dominance · 20VC with Harry Stebbings
Assertion Supported
Tenev denies Robinhood colluded with hedge funds to restrict meme stock trading
“The idea that somehow the most wrong thing was this allegation of collusion that we're somehow colluding with hedge funds that we have no business relationship with to somehow restrict buying of these stocks. Yeah, I think that was just wrong.”
Vlad Tenev Mar 4, 2021 ▶ 9:15 20VC: Robinhood Founder Vlad Tenev on His Biggest Lessons Managing Through A Crisis, The Events of The Congressional Committee, Raising $2.4Bn Fast and Why It Was Necessary & Why It Is Ludicrous To Suggest Robinhood Put The Business Ahead of it's Customer
Assertion Supported
Andreessen: Companies falsely blame AI for corporate layoffs
“And now they all have the silver bullet excuse, right? Ah, it's AI. Right, and I know this for a fact, because number one, I talk to them, but number two, I know this for a fact, because AI until, like, literally until, like, December, right, was not actually …”
Marc Andreessen Mar 30, 2026 ▶ 1:05:01 Marc Andreessen: Will a16z Go Public & Why Labour Displacement with AI is Wrong? · 20VC with Harry Stebbings
Assertion Supported
Siemiatkowski: Klarna cut headcount by 50% to under 3,000 employees
“We've gone from 7000 people. We're now below 3000. We've shrank 50%.”
Sebastian Siemiatkowski Feb 16, 2026 ▶ 34:17 Klarna CEO: SaaS is Dead: Why Systems of Record Will Die in an Agentic World · 20VC with Harry Stebbings
Assertion Supported
Cahn: Chip makers finance AI buildouts to book revenue circularly
“The chip companies are now stepping up and saying, okay, we'll absorb some of the risk. We'll put in the capital to finance this build out where the demand on the other side is not so clear because of course the chip companies also get to book this as revenue.”
David Cahn Oct 27, 2025 ▶ 24:05 Sequoia Partner, David Cahn on Who Wins in AI, Defence & The New $0–$100M Playbook · 20VC with Harry Stebbings
Assertion Supported
Benioff: Salesforce cut support headcount from 9,000 to 5,000 via AI agents
“And to that point, I've been able to reduce the number of human agents I have in support From about 9000 to about 5000.”
Marc Benioff Aug 28, 2025 ▶ 5:31 Anthropic's $10B Round, Klarna's IPO, Inside a16z's 72 Deal Seed Investment Machine ft. Marc Benioff · 20VC with Harry Stebbings
Assertion Supported
Tenev: Robinhood enabled private stock tokenization without target company opt-in
“And so I think it's important for the tokenization mechanism to work. Without the opt-in of the companies that, that are being tokenized. And I think that's actually the innovation that we've been able to drive. Like we can, we figured out how to make this wor…”
Vlad Tenev Jul 14, 2025 ▶ 19:39 Robinhood Founder & CEO, Vlad Tenev: Robinhood’s $85BN Resurgence & Tokenizing SpaceX & OpenAI · 20VC with Harry Stebbings
Assertion Supported
Scott: Frontier AI models diagnose health issues better than average GPs
“It is already the case that I think the frontier models are probably better like health diagnosticians than Your average GP is”
Kevin Scott Mar 31, 2025 ▶ 43:29 Kevin Scott, CTO @ Microsoft: An Evaluation of Deepseek and How We Underestimate the Chinese · 20VC with Harry Stebbings
Assertion Supported
Hoggett: Most UK companies listing in the US perform poorly or delist
“In the last 10 years, only 20 UK companies have listed in the US that have raised over a hundred million. Of those, nine have already delisted, only four are trading up and the rest are trading down by over 80%.”
Julia Hoggett Mar 28, 2025 ▶ 0:18 Julia Hoggett, CEO @ LSEG plc: The Myths and the Reality of The London Stock Exchange · 20VC with Harry Stebbings
Assertion Supported
Oscar Pierre Faces a Potential Six-Year Prison Sentence Over Glovo's Labor Model
“And unfortunately, the, yeah, the country where we suffer from regulation the most is Spain. I'm not going to go into the details, but it's so extreme that I'm now in a criminal process for so the, yeah, the prosecutor, the general attorney accused me with six…”
Oscar Pierre Feb 26, 2025 ▶ 59:32 Oscar Pierre, Glovo CEO & Founder: Selling 30% for €100K |The McDonald's Deal That Saved Them |E1263 · 20VC with Harry Stebbings
Assertion Supported
Mollick: OpenAI's $3B revenue run rate is largely an accident
“I mean, they're incidentally making three billion dollar run rate this year, I think by like just accident, but there isn't like a, there isn't really a product there right now.”
Ethan Mollick Jul 31, 2024 ▶ 24:14 Ethan Mollick: Why OpenAl Abandons Products, The Biggest Opportunities They Have Not Taken | E1184 · 20VC with Harry Stebbings
Assertion Supported
Proposed EU AI Regulation Would Make All Existing LLMs Illegal
“One of the percent of the LMs that were trained these last three years would be illegal in Europe.”
Alex Lebrun Jun 19, 2023 ▶ 1:02:08 Alex Lebrun: Why the EU's AI Regulation is a Disaster; How Zuck Prepares for Meetings | E1027 · 20VC with Harry Stebbings
Assertion Supported
Didi and the Chinese Government Had Full Access to Uber's Data
“It became very clear that everyone had all our data. Didi knew everything we were doing whereas, like, Lyft and Uber always knew what each other were doing, because we were watching each other, we're friends, things like that, but, like, we never had each othe…”
Adam Grenier Mar 15, 2023 ▶ 0:00 Adam Grenier: The Inside Story to Uber’s Hypergrowth; How We Spent $1B/mo in China | E989 · 20VC with Harry Stebbings
Assertion Supported
Holland: Excessive burn rate killed Fast, not investor Stripe
“Having Stripe as an investor isn't what killed our company. Having too high a burn is what killed our company. There's just no other way to put it.”
Dom Holland Apr 13, 2022 ▶ 15:35 20VC Exclusive: Fast's Domm Holland on What Really Happened at Fast? Were they really Burning $10M per Month? Where did Bolt Succeed Where Fast Did Not? What is It Really Like To Have Stripe Invest in your Company?
Assertion Supported
Ed Baker: Uber secretly ran India test against CEO orders, doubling conversion
“We decided to run a test In Hyderabad, India, where we said, let's let riders request their first ride without putting a credit card number in. In fact, we were told by our CEO not to run that test because he felt so strongly against it, but we had so much con…”
Ed Baker Feb 16, 2022 ▶ 36:16 20Growth: Five Key Functions of a Growth Team, The Biggest Lessons Starting Uber's Growth Team and Scaling Facebook's, How To Structure The Hiring Process for Growth and What Separates Good From Great in Growth Leaders with Ed Baker, Former VP of Growth @
Assertion Supported
Reyes: Chinese AI models show no unique security backdoors versus US models
“For me, the Chinese models specifically have demonstrated no examples where they have some sort of security risk or backdoor compared to American models.”
Eno Reyes Aug 29, 2026 ▶ 45:35 Should American Enterprises Work With Open-Source Chinese Models? | Only 10% of Neo-labs survive
Assertion Supported
O'Driscoll: OpenAI is lobbying in Washington for AI regulation alongside Anthropic
“They're signing this publicly while at the same time lobbying in Washington right alongside Anthropic for a regulatory process.”
Rory O'Driscoll Jul 29, 2026 ▶ 5:47 Jensen's Open-Weights Letter | Google Cloud Grows 82% But The Market Tanks
Assertion Supported
Lemkin: OpenAI and Anthropic Lied About Books and YouTube Training Data
“Open AI, an anthropic, Kind of lied about the books, and they definitely lied about training on YouTube”
Jason Lemkin Jul 9, 2026 ▶ 31:42 Enterprises Fear Frontier Models | Sam Altman Offers Trump 5% of OpenAI | DeepSeek Builds Own Chips · 20VC with Harry Stebbings
Assertion Supported
Lemkin: OpenAI and Anthropic yield 40-70% gross margins on enterprise inference
“They have an enterprise base, which is, it has, you know, between 40 and 70% in, you know, gross margin just on inference.”
Jason Lemkin Jun 25, 2026 ▶ 36:08 DeepSeek Raises at $50B | The Rise of Open Source vs OpenAI & Anthropic | OpenAI Builds Own Chip · 20VC with Harry Stebbings
Assertion Supported
Randle: Frontier AI models can now autonomously execute cyber attacks
“Zooming out, I think the most important thing in all this Is that we step back from Anthropic and realize that the models are to place now, whether they're from Anthropic or elsewhere, where they can autonomously find and chain multiple vulnerabilities togethe…”
Everett Randle Jun 18, 2026 ▶ 37:06 Anthropic's Fable Banned by US Government | Wix & Adobe Hit All-Time Lows | Mistral Raising at $20BN · 20VC with Harry Stebbings
Assertion Supported
Anthropic lobbied heavily for US AI export controls
“And definitely like companies like Anthropic lobbied very hard for it.”
Aravind Srinivas Jun 15, 2026 ▶ 54:25 Perplexity CEO: Micron Will Be More Valuable Than Meta & How Export Controls Helped Not Hurt China · 20VC with Harry Stebbings
Assertion Supported
Foody: Investor Spread False Rumors of China Accessing Mercor Data
“Think of one person that's very prominent who's invested in multiple competitors and just, like, made this tweet about how all of our data was getting accessed by China when it was totally untrue.”
Brendan Foody Jun 1, 2026 ▶ 5:23 Mercor CEO: Why Application Layer Companies Have No Moat & The Cost of Hiring AI Researchers · 20VC with Harry Stebbings
Assertion Supported
O'Driscoll: xAI Rented Colossus Cluster to Anthropic for $1.25B Monthly
“They've rented that to Entropic for 1.25 billion a month, right, with a, I think, a ninety-day cancellation clause on either side.”
Rory O'Driscoll May 28, 2026 ▶ 50:13 OpenAI & SpaceX S1 Drops | Layoffs at Cloudflare & ClickUp | OpenRouter & Polsia Raise Mega Rounds · 20VC with Harry Stebbings
Assertion Supported
Peets: Anthropic offered sales reps $1.2M compensation packages
“Like if Anthropic, for example, when they were at their three 80 valuation, they were offering reps, call it a 1,000,002.”
Chad Peets May 23, 2026 ▶ 49:25 Why Anthropic Are Causing a Comp Crisis & Why You’d Never Hire From Salesforce or ServiceNow · 20VC with Harry Stebbings
Assertion Supported
O'Driscoll: Anthropic Management Stating November Target for IPO
“They're saying they're going public in November”
Rory O'Driscoll May 21, 2026 ▶ 5:44 Anthropic Raises $30BN at $900BN Price | SpaceX Files S1: How Does it Trade | Cerebras Smashes Day 1 · 20VC with Harry Stebbings
Assertion Supported
Stebbings: Altman Offered $2M in OpenAI Tokens to Every YC Startup
“Sam Altman just offered two million dollars In open AI tokens to every YC startup in the current batch in exchange for equity.”
Harry Stebbings May 21, 2026 ▶ 1:02:36 Anthropic Raises $30BN at $900BN Price | SpaceX Files S1: How Does it Trade | Cerebras Smashes Day 1 · 20VC with Harry Stebbings
Assertion Supported
Stebbings: Anthropic secondary market pricing has reached $1 trillion
“Every dollar wants its home in Anthropic right now, and it's caused secondary market prices to surge to a trillion dollars for Anthropic.”
Harry Stebbings Apr 23, 2026 ▶ 42:49 Cursor Acquired for $60BN | Anthropic Hits $1TRN in Secondary Markets & Figma, Adobe, Canva Dead? · 20VC with Harry Stebbings
Assertion Supported
Stebbings: Sequoia and top VCs announce misleading blended valuations
“The amount of Sequoia rounds where it's like, oh, you know, X raises money from square five billion. Trust me, Sequoia got in at one, but they just club it together and then announced the sum and then the latest valuation. And it's just very misleading.”
Harry Stebbings Apr 2, 2026 ▶ 35:57 OpenAI Kills Sora & Hits $100M ARR on Ads | Oura Going Public & Whoop Raises at $10BN · 20VC with Harry Stebbings
Assertion Supported
Steckman: Anduril builds cruise missile airframes like bathtubs using contract manufacturers
“The cruise missile we build, the actual airframe is built like you build a bathtub. And so we can take advantage of tons of contract manufacturers in the United States that can actually build a bathtub, right?”
Matthew Steckman Mar 23, 2026 ▶ 33:23 99% of Drone Companies Will Die & Why Anduril’s Products Aren’t an Ethics Debate | Matthew Steckman · 20VC with Harry Stebbings
Assertion Supported
Stebbings: Cursor doubled revenue from $1B to $2B in three months
“Cursor announces their movement from a billion to two billion in revenue in, in three months. Rumors of secondary round being done at fifty billion.”
Harry Stebbings Mar 5, 2026 ▶ 1:03:10 Anthropic vs The Pentagon: Who Wins? | OpenAI's $110BN Mega Round | Cursor Hits $2BN in ARR · 20VC with Harry Stebbings
Assertion Supported
Monday.com replaced 100-person inbound SDR team with AI agents
“We had a team of about a hundred SDRs and we now doing, doing it with agents. A hundred percent is being done with agents. We move those SDRs to do outbound.”
Eran Zinman Mar 2, 2026 ▶ 22:09 Monday.com CEO on Is SaaS Dead: Will Everything Be Vibe Coded | Eran Zinman · 20VC with Harry Stebbings
Assertion Supported
Swisher: Anthropic reached $9B ARR while growing 800%
“If you look at Anthropic, right, publicly available numbers, nine billion of ARR growing 800%.”
Lucas Swisher Feb 23, 2026 ▶ 58:20 Insights from Coatue's Growth Investor Lucas Swisher · 20VC with Harry Stebbings
Assertion Supported
Lemkin: Anthropic revenue surged to 64% of OpenAI's in 14 months
“Anthropic said it's hundred K customers are up seven X in the last year. So there's not enough time to steal deals. Having said that, going from five percent of OpenAI's revenue to 64% in 14 months, that is stealing budget.”
Jason Lemkin Feb 19, 2026 ▶ 10:56 Thrive Raises New $10B Fund | OpenAI Buys OpenClaw | Stripe at $140B: Is Adyen Wildly Undervalued? · 20VC with Harry Stebbings
Assertion Supported
Anish Acharya claims he has never lost a deal at a16z
“I've never lost a deal.”
Anish Acharya Feb 9, 2026 ▶ 39:04 a16z, Anish Acharya: Is SaaS Dead? Do Margins Still Matter? Why We Are Not in an AI Bubble? · 20VC with Harry Stebbings
Assertion Supported
Lemkin: The shelf life of a state-of-the-art LLM is under 100 days
“There is a very simple bear case that it goes almost to zero which is that shelf life of an LLM is less than a hundred days.”
Jason Lemkin Jan 15, 2026 ▶ 19:21 Anthropic’s $10B Raise | a16z’s $15B Fund: Is the Middle Dead in VC? | How OpenAI Could Go to Zero? · 20VC with Harry Stebbings
Assertion Supported
Chang: Energy companies claiming 100% renewable tariffs are lying
“So any energy company that's claiming their harm sent renewables is a complete lie. Right. They're simply buying renewable certificates, right, to claim the harm sent renewables, and it's completely false.”
Alan Chang Jan 5, 2026 ▶ 23:07 Fuse CEO Alan Chang: The Revolut Playbook of Speed & Ownership, Why Founders Aren’t Ambitious Enough · 20VC with Harry Stebbings
Assertion Supported
O'Driscoll: Enterprise AI revenue is $16B vs $400B in CapEx
“End users in the enterprises are spending about fundamental data 15, sixteen billion dollars on AI. And the people who make AI are spending four hundred billion dollars on quote, making AI, right?”
Rory O'Driscoll Dec 18, 2025 ▶ 46:14 Will Cursor Kill Figma? Lightspeed Raises $9B & OpenAI’s $1B from Disney & #1 App in App Store · 20VC with Harry Stebbings
Assertion Supported
Lemkin: Sam Altman receives zero equity in OpenAI's corporate restructuring
“They're a little interesting, but the craziest thing in this deal, because it's unprecedented, I think in our lifetimes is OpenAI said that Sam Altman will still have no shares in the combined entity.”
Jason Lemkin Oct 30, 2025 ▶ 3:44 OpenAI Restructuring: Who Wins and Who Loses & Mercor Raises $350M at a $10BN Valuation · 20VC with Harry Stebbings
Assertion Supported
O'Driscoll: AI model companies spend $300B to $400B on compute
“Because if you think about it, these model companies have grown faster than any company in human history. They're spending three, four hundred billion dollars on compute. They're probably spending three, four billion dollars on RLHF, and they were spending zer…”
Rory O'Driscoll Oct 30, 2025 ▶ 29:22 OpenAI Restructuring: Who Wins and Who Loses & Mercor Raises $350M at a $10BN Valuation · 20VC with Harry Stebbings
Assertion Supported
O'Driscoll: Venture returns over last 5 years massively trailed public markets
“The truth is the venture return over the last five years has been massively lower than the public market returns.”
Rory O'Driscoll Oct 23, 2025 ▶ 1:06:39 Why VC Today is Worse than 2021 · 20VC with Harry Stebbings
Assertion Supported
Ross: NVIDIA will produce ~5.5M GPUs this year despite 50M die capacity
“If Nvidia wanted to, they could build fifty million of those GPU die, Per year. But they're going to build about 5.5 million GPUs this year.”
Jonathan Ross Sep 29, 2025 ▶ 14:48 Groq Founder, Jonathan Ross: OpenAI & Anthropic Will Build Their Own Chips & Will NVIDIA Hit $10TRN · 20VC with Harry Stebbings
Assertion Supported
Lemkin: OpenAI Stole YouTube Videos to Train AI Models
“This isn't even stealing YouTube videos like OpenAI did.”
Jason Lemkin Sep 11, 2025 ▶ 45:06 OpenAI’s $10BN Secondary Sale, Ramp Hits $1BN ARR & Brex Hits $700M · 20VC with Harry Stebbings
Assertion Supported
O'Driscoll: AI scaling laws unlocked $600B in annual CapEx spend
“I think I underestimated the impact of A, the scaling laws in AI and B, the ability of primarily Altman and some other folks to inspire belief in those scaling laws and unlock six hundred billion of CapEx spend a year.”
Rory O'Driscoll Aug 28, 2025 ▶ 1:11:41 Anthropic's $10B Round, Klarna's IPO, Inside a16z's 72 Deal Seed Investment Machine ft. Marc Benioff · 20VC with Harry Stebbings
Assertion Supported
Halligan: Morgan Stanley and Fidelity aligned to lower HubSpot's IPO price
“I don't think there was collusion going on, but definitely Morgan Stanley and Fidelity were on the same side of the table trying to get us to sell at a lower price.”
Brian Halligan Aug 7, 2025 ▶ 4:26 Figma's 250% Pop - The Greatest IPO Mispricing Ever? Meta & Microsoft Blowout Quarters: Broken Down · 20VC with Harry Stebbings
Assertion Supported
Databricks rejected a $10M on-premise deal from JPMorgan to stay cloud-only
“They're like, we'll give you ten million bucks to put this, and at the time, we're less than a million, like our whole first-year target's like ten million, to put it on-prem. And Ali was like, no way, we're not doing anything on-prem.”
Ron Gabrisko Aug 4, 2025 ▶ 8:54 20Sales: $0-$3.7BN: The Databricks CRO's Playbook to Build the Fastest GTM Engine in SaaS History | How Databricks Beat Snowflake | How To Build a Sales Org of 5,000 and Close $190M Deals with Ron Gabrisko
Assertion Supported
Cognition added roughly $80M in run-rate revenue in six to eight months
“Yeah, look, I don't want to get into exact numbers, but even with the windsurf deal aside, like not including that at all, we are basically, we've done roughly that as well in the last six to eight months.”
Scott Wu Jul 18, 2025 ▶ 27:28 Cognition CEO Scott Wu on Acquiring Windsurf: The Process, The Deal, The Rationale · 20VC with Harry Stebbings
Assertion Supported
Flanagan: ChatGPT scrapes 1,500 web pages for every single referral visit
“Six months ago, it was 250 pieces of content scraped, and they give you one visit back. Today, it's 1500 pieces of content scraped, and they give you one visit back.”
Kieran Flanagan Jul 11, 2025 ▶ 26:31 20Growth: The Death of Growth Teams? | How Hubspot Use AI to Triple Email Conversion | The Future of AI SEO | Why Prompt Engineering is the New Coding | What Every CMO Needs to Know About AI in 2025
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