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why aren't all 14,040 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 974 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 Contradicted
Reyes: Major AI model providers explicitly plan to compete with customers
“At least, you know, two of the largest companies that provide models today have explicitly said, we are going to go after every single one of these industries and businesses that we provide like intelligence for.”
Eno Reyes Aug 29, 2026 ▶ 34:32 Should American Enterprises Work With Open-Source Chinese Models? | Only 10% of Neo-labs survive
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 Partly supported
Stebbings: Mercor Crosses $2B ARR and Raises at $20B Valuation
“I'm an investor in McCaw. I never thought this would be as big as it has got as quickly as hit, as it has done. It's crossing out two, two and a half billion ARR. They're doing a new round led by General Catalyst at twenty billion.”
Harry Stebbings Aug 27, 2026 ▶ 13:25 Anthropic's $30T Assumption & OpenAI Confirms IPO | Why Customer Service & Robotics are Overinflated
Assertion Partly supported
Stebbings: Surge AI at $3.5B ARR, Mercor $2.5B, Handshake $1B, Micro1 $500M
“Surge are doing three, three and a half. McCaw are doing two and a half. Handshaker doing one. Micro One are doing half.”
Harry Stebbings Aug 27, 2026 ▶ 21:16 Anthropic's $30T Assumption & OpenAI Confirms IPO | Why Customer Service & Robotics are Overinflated
Prediction Not checkable as stated
O'Driscoll: OpenAI will IPO later and lower than Anthropic
“The rank, the most, the big picture fact is the ranking has changed, and you're now number two. So you will go out later then and a lower price than the other guys, unless you change the trajectory massively.”
Rory O'Driscoll Aug 27, 2026 ▶ 29:46 Anthropic's $30T Assumption & OpenAI Confirms IPO | Why Customer Service & Robotics are Overinflated
Prediction Not checkable as stated
Lemkin: Workers Will Threaten to Quit Without Continuous AI Agents
“Next year, there's going to be backlash. I can see it in my best portfolio companies where we can't go back anymore. We can't live. We can't go back in time. And I need my 10 sub agents running 24 hours a day to do my job or I quit.”
Jason Lemkin Aug 27, 2026 ▶ 58:44 Anthropic's $30T Assumption & OpenAI Confirms IPO | Why Customer Service & Robotics are Overinflated
Prediction Not checkable as stated
Lemkin: Databricks and OpenAI IPOs will be nail in coffin for SaaS
“I think it will be the nail in the coffin for almost every public software company. And what I mean is when Stripe and data, like, okay, there's OpenAI, there's Anthropic, we can put them in a different category, right? They clearly are on many levels. When Op…”
Jason Lemkin Aug 27, 2026 ▶ 1:10:21 Anthropic's $30T Assumption & OpenAI Confirms IPO | Why Customer Service & Robotics are Overinflated
Prediction Not checkable as stated
O'Driscoll: Defense tech venture returns will suffer from market consolidation
“I think an area where, despite it being amazing for America and important for the world, I think the venture returns of the March might be tough will be defense, not because we don't need all these products, but because I think there's an element of that busin…”
Rory O'Driscoll Aug 27, 2026 ▶ 1:20:52 Anthropic's $30T Assumption & OpenAI Confirms IPO | Why Customer Service & Robotics are Overinflated
Prediction Not checkable as stated
Lemkin: Classic CS and CX software won't exist in 24 months
“Classic CS and CX won't even exist in 24 months. There's really no, there'll be commodity cheap products But we won't even need it. It's already dying and merging into marketing, sales, every, everything's becoming one agent.”
Jason Lemkin Aug 27, 2026 ▶ 1:23:32 Anthropic's $30T Assumption & OpenAI Confirms IPO | Why Customer Service & Robotics are Overinflated
Assertion Not checkable as stated
Murdock: Baseten's Deal With Cursor Yielded Scale but Little Profit
“I think cursor was pretty smart in the base 10 contracts from last year with cursor. I don't think there was much profit in it for a base 10. They just got revenue and they got scale from it, but they didn't get a lot of earnings.”
Jerry Murdock Aug 22, 2026 ▶ 9:39 The AI Bubble WILL Burst | Should we be fearful of Chinese Open-Source | Jerry Murdock
Prediction Not checkable as stated
Murdock: Continuous learning will replace frontier models rather than bolting onto them
“They're going to replace frontier models. I don't think you can bolt on continuous learning into an existing frontier model. I think they're going to try and the early stages will look like that. But I think ultimately it'll call for a new form of architecture…”
Jerry Murdock Aug 22, 2026 ▶ 53:36 The AI Bubble WILL Burst | Should we be fearful of Chinese Open-Source | Jerry Murdock
Prediction Open · timeframe Aug 2046
Macdonald: In 15-20 Years, Nobody Will Own a Car or License
“Which is why I do think in some future world, maybe not five years, but 15 or 20 years, Everyone's going to be like Harry. Nobody's going to own a car. Nobody's going to have their driver's license because you'll be able to get around. And I think bikes and sc…”
Andrew Macdonald (Mac) Aug 17, 2026 ▶ 17:02 Uber President on Travis, China & Self-Driving | Why Autonomy Is Existential | How to Beat DoorDash
Prediction Open · timeframe Aug 2031
Waymo and Tesla Will Eventually Have to Partner With Uber
“I think ultimately it's in both of their interests to put their vehicles on our network, even if they have their own robo taxi apps or their own one P apps, even if they work with our competitors on the rideshare side or on the delivery side. I think everyone …”
Andrew Macdonald (Mac) Aug 17, 2026 ▶ 27:01 Uber President on Travis, China & Self-Driving | Why Autonomy Is Existential | How to Beat DoorDash
Prediction Not checkable as stated
The era of no-code software is slowly ending due to AI
“The era of no code, of things that we can, humans can do without engineering resources, it's slowly winding down. And if it's in chat, GBT, man, I'm just worried.”
Jason Lemkin Aug 12, 2026 ▶ 10:10 Canva Slashes Growth | Talent Exodus at Google | Revolut's $50B CEO Package | Musk's $55B Terrafab
Prediction Open · timeframe Aug 2029
Anthropic will IPO soon after pulling ahead of OpenAI's ChatGPT
“They will go public because this is peak brass ring moment, and you know, you could argue the trends in 27 are tougher. You've pulled ahead of ChatGPT, so just put a nail in the entropic pit, right? You've pulled ahead of ChatGPT comfortably, OpenAI, to a poin…”
Rory O'Driscoll Aug 12, 2026 ▶ 44:59 Canva Slashes Growth | Talent Exodus at Google | Revolut's $50B CEO Package | Musk's $55B Terrafab
Prediction Not checkable as stated
Any startup investment not run by a founder will be a zero
“Any investment I've made that is not run by a founder is a zero. It's going to be a zero in this age. It's going to be a zero. I look across, now you, we have different portfolios, but the ones I have that are not run by founders, whether they're at twenty mil…”
Jason Lemkin Aug 12, 2026 ▶ 1:09:24 Canva Slashes Growth | Talent Exodus at Google | Revolut's $50B CEO Package | Musk's $55B Terrafab
Prediction Not checkable as stated
Stebbings: Sam Altman and Dario Amodei will successfully lobby for AI restrictions
“I just think Sam Altman is someone who I would never, ever bet against, and I think he's the best politician in the world, and I think when he says something, he says it with intent, and when he says we should give five percent away to the administration, he's…”
Harry Stebbings Aug 2, 2026 ▶ 19:23 Arena CEO: There Will be a $100BN US Open-Source Model & Data is a Trillion Dollar Market
Assertion Not checkable as stated
Angelopoulos: Fake AI applicants passed Arena's live technical engineering interviews
“They come in, they're like, hey, I want to be an infrastructure engineer at Arena, which is a great job that we're hiring for you. But then the other side of it is some guy that looks perfectly normal. They're getting, you know, they're passing all of our tech…”
Anastasios Angelopoulos Aug 2, 2026 ▶ 34:53 Arena CEO: There Will be a $100BN US Open-Source Model & Data is a Trillion Dollar Market
Prediction Not checkable as stated
Angelopoulos: Open-source AI pressure could cause insolvency for leading frontier labs
“And I think that the reason to be worried is because if the open source ecosystem somehow makes the cost saving opportunity for businesses much more salient and therefore decreases the revenue of companies like OpenAI and Anthropic within the enterprise, that …”
Anastasios Angelopoulos Aug 2, 2026 ▶ 1:03:26 Arena CEO: There Will be a $100BN US Open-Source Model & Data is a Trillion Dollar Market
Prediction Not checkable as stated
Lemkin: Open-source AI models will bypass Nvidia's CUDA platform
“He's got to go frontier and open and open is dangerous. Open doesn't need CUDA. Open is cheaper and it's lower margins. Open will bypass him, but he's got it.”
Jason Lemkin Jul 29, 2026 ▶ 3:13 Jensen's Open-Weights Letter | Google Cloud Grows 82% But The Market Tanks
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
Prediction Not checkable as stated
Lemkin: AI agent unpredictability will strengthen US bans on foreign open weights
“I think these models are very risky. I use them every day. I love it. And I think it's an argument to keep the open weight out of the US. It's gonna favor the ban because we can't, we have no idea what these models are gonna do.”
Jason Lemkin Jul 29, 2026 ▶ 13:12 Jensen's Open-Weights Letter | Google Cloud Grows 82% But The Market Tanks
Prediction Not checkable as stated
Lemkin: Every company will suffer an LLM agent breach within 24 months
“I believe that every company in the next 24 months will have a security breach due to an LLM agent. Every single company.”
Jason Lemkin Jul 29, 2026 ▶ 30:06 Jensen's Open-Weights Letter | Google Cloud Grows 82% But The Market Tanks
Prediction Not checkable as stated
Open-source models will not displace top foundation models like Anthropic
“I think the foundation models, let's say specifically Anthropic, have such special models. This can be hard for somebody to just kind of say, I've used open source with my data. It's going to be functional and positive for some amount of what you're doing, but…”
Matt Murphy Jul 27, 2026 ▶ 0:00 Will Open-Source Threaten Anthropic's Business & Do Margins Matter in a World of AI | Matt Murphy
Prediction Not checkable as stated
Sub-$100M boutique seed funds will be the worst-performing VC category
“I think one of the worst performing groups in terms of venture in this vintage will actually be the small boutique seed funds, which is what every single LP that you speak to today, Matt, wants. Every LP. This is the funniest thing. Every LP wants San Francisc…”
Harry Stebbings Jul 27, 2026 ▶ 37:43 Will Open-Source Threaten Anthropic's Business & Do Margins Matter in a World of AI | Matt Murphy
Prediction Not checkable as stated
Nitski: Forward-deployed AI services are only a short-term enterprise trend
“I think it's the future for the short term as the knowledge of how to use AI gets disseminated throughout industry. We have basically a concentration of a bunch of people in San Francisco who really know how to deploy agents, eval agents, Be AI first in engine…”
Osvald Nitski Jul 25, 2026 ▶ 19:00 Mercor Head of Product on Revenue Concentration from Frontier Labs
Assertion Not checkable as stated
Nitski: Mercor adds millions of dollars in cash to bank weekly
“It doesn't annoy me, no, because the, you know, we end every week with millions more in the bank, right? So it's funny how you can have, I've been at other Companies where I've seen, you know, interesting financial engineering and accounting, and people can ha…”
Osvald Nitski Jul 25, 2026 ▶ 37:31 Mercor Head of Product on Revenue Concentration from Frontier Labs
Assertion Partly supported
O'Driscoll: AI infrastructure spend hits $900B while AI apps struggle past $50B
“Zooming out a million miles, you know, my mental model is, I divide the AI world up into three buckets. It's the making AI, the infrastructure layer, right? And you're right, the spend there is eight, nine hundred billion dollars a year. Then there's the two f…”
Rory O'Driscoll Jul 23, 2026 ▶ 37:21 Should the US Ban Chinese Open-Source Models | OpenRouter's Chance To Sell | Stripe Buying PayPal
Prediction Not checkable as stated
Lin Qiao: AI future will feature millions of specialized models, not AGI
“I really believe the future will not be a few small number of AGI models dominating the world. I really believe the future will be, it may be scary, but I think that's true, it will be millions of specialized models, one per application, per use case.”
Lin Qiao Jul 20, 2026 ▶ 20:59 The Open-Source AI Reality | How Token Costs Will Fall 10X & Usage Will Explode 100X | Lin Qiao
Prediction Open · timeframe Jul 2031
Curative Headcount Will Shrink In Short Term Due To AI
“We're about 650 people now. In five years we'll probably be bigger. In the short term I think we're going to be quite a bit smaller.”
Fred Turner Jul 18, 2026 ▶ 1:02:03 We Built Our Own Salesforce in Months. Here's Why We're Cancelling the $600K Contract | Curative CEO
Assertion Not checkable as stated
Lemkin: Almost every AI go-to-market startup buys illegitimate data sources
“Almost every GT AI agent GTM provider is buying data sources that they probably shouldn't be buying. Almost every startup that is doing GTM, they are buying, whether it's a cleanse Chinese data center, they are taking your, like, you can't be that good with da…”
Jason Lemkin Jul 16, 2026 ▶ 57:53 Zuckerberg Back on X Challenging Codex & Claude Code | SK Hynix’s $26BN IPO · 20VC with Harry Stebbings
Prediction Not checkable as stated
Lemkin: Legacy pre-AI SaaS companies will die when their contracts renew
“I think when the renewals come, they all just die like Marketo. They're just all gonna die.”
Jason Lemkin Jul 16, 2026 ▶ 1:19:15 Zuckerberg Back on X Challenging Codex & Claude Code | SK Hynix’s $26BN IPO · 20VC with Harry Stebbings
Prediction Open · timeframe Jul 2031
Lemkin: Adobe's Marketo is in terminal decay and heading to zero revenue
“It is going to zero. It is, but it is one of the slowest decays you can get, right? Because moving off a marketing automation system in the enterprise is very slow, but it is without question going to zero. There are no net new logos and everyone hates it.”
Jason Lemkin Jul 16, 2026 ▶ 1:19:37 Zuckerberg Back on X Challenging Codex & Claude Code | SK Hynix’s $26BN IPO · 20VC with Harry Stebbings
Prediction Not checkable as stated
Abrahami: LLMs will not replace white-collar jobs because they lack reasoning
“I would not be That concern with LLM is replacing every kind of a white color jobs. That's not going to happen. It's not that smart. You keep making silly mistakes. It's not very good. Actually, it's not very good at reasoning. It's very good at collecting dat…”
Avishai Abrahami Jul 13, 2026 ▶ 42:54 Wix Founder: Will Base44 Win the Vibe-Coding Wars? | The Truth About the Economics of Vibe-Coding · 20VC with Harry Stebbings
Prediction Not checkable as stated
Jain: The world's greatest companies will not operate with only 100 employees
“And the, I don't think the world's greatest companies are going to be companies with a hundred people”
Arvind Jain Jul 11, 2026 ▶ 32:21 ⁠Why OpenAI and Anthropic Won't Win the App Layer | Glean Founder · 20VC with Harry Stebbings
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 Partly supported
O'Driscoll: Meta and SpaceX rented compute after failing to build AI assets
“Two companies Have done the same thing, which is buy a load of compute to build proprietary assets, fail to build those assets, and then bring that, and then decide instead to sell that compute to others, and both of them have had a very positive market recept…”
Rory O'Driscoll Jul 9, 2026 ▶ 34:33 Enterprises Fear Frontier Models | Sam Altman Offers Trump 5% of OpenAI | DeepSeek Builds Own Chips · 20VC with Harry Stebbings
Prediction Not checkable as stated
Lemkin: Microsoft's enterprise AI deployment strategy will fail
“I think this is going to fail because I don't think there is enough talent To do what we want to do in the enterprise. The idea makes sense to on a spreadsheet. It makes sense. Sad is smarter than me, but I, my today, my experience is it's going to fail with a…”
Jason Lemkin Jul 9, 2026 ▶ 1:07:56 Enterprises Fear Frontier Models | Sam Altman Offers Trump 5% of OpenAI | DeepSeek Builds Own Chips · 20VC with Harry Stebbings
Assertion Contradicted
Stebbings: VC firms need a $400M fund to lead Series A today
“You can't do Series A unless you have a four hundred million dollar fund today. Absolutely no chance.”
Harry Stebbings Jul 6, 2026 ▶ 43:13 Why Now is the Time for the App Layer | Why Startups Should be TokenMaxxing | Mike Mignano, USV · 20VC with Harry Stebbings
Assertion Partly supported
O'Driscoll: The AI industry generates $100B revenue while spending $700B on CapEx
“So AI as a whole is getting a hundred billion in revenue and spending seven hundred billion a year. That's not a great business.”
Rory O’Driscoll Jun 25, 2026 ▶ 30:58 DeepSeek Raises at $50B | The Rise of Open Source vs OpenAI & Anthropic | OpenAI Builds Own Chip · 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 Partly supported
Lemkin: Prompt engineering skills that once paid $150,000 are now worthless
“When we started this show, you need to be a fucking prompt it. They would joke this was the highest paying job out of college was prompt engineers were making a 150,000 dollars out of college because they knew how to write a prompt. That skill's worthless toda…”
Jason Lemkin Jun 25, 2026 ▶ 48:06 DeepSeek Raises at $50B | The Rise of Open Source vs OpenAI & Anthropic | OpenAI Builds Own Chip · 20VC with Harry Stebbings
Prediction Open · timeframe Jun 2029
Arora: Companies will cut G&A headcount by half within three years
“My rule of thumb is that in the next three years, we'll probably have half the people in GNA type activities in companies. Things like marketing, things like finance, things like HR, because there's a lot of process management there, and a lot of process manag…”
Nikesh Arora Jun 22, 2026 ▶ 13:32 Nikesh Arora on the Frontier Model Problem: Breadth vs Depth | The Future of Token Costs · 20VC with Harry Stebbings
Prediction Not checkable as stated
Arora: AI will increase enterprise demand for technical and sales resources
“People believe we're going to have less people working because AI is going to take over our jobs. I don't believe that. I think what's going to happen is you can'forward imagine the number of people on my team who want more technical resources, more AI savvy r…”
Nikesh Arora Jun 22, 2026 ▶ 14:54 Nikesh Arora on the Frontier Model Problem: Breadth vs Depth | The Future of Token Costs · 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
Prediction Not checkable as stated
Standalone AI model builders and token resellers have no viable business
“The output tokens, if you're literally just a reseller of model tokens, you have no business. Because the model will get commoditized. So even if you're a model builder, you don't have a business.”
Aravind Srinivas Jun 15, 2026 ▶ 13:22 Perplexity CEO: Micron Will Be More Valuable Than Meta & How Export Controls Helped Not Hurt China · 20VC with Harry Stebbings
Prediction Not checkable as stated
Micron might surpass Meta in valuation within 12 months
“It might not be inconceivable that Micron, the supplier of HPMs, might be more valuable than Meta in the next six to 12 months.”
Aravind Srinivas Jun 15, 2026 ▶ 38:23 Perplexity CEO: Micron Will Be More Valuable Than Meta & How Export Controls Helped Not Hurt China · 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
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