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.

clear all ✕

why aren't all 2,439 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 29 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 Not checkable as stated
Lemkin: 1.2 humans and 20 AI agents match 10 human GTM reps
“At the end of the day, on 1.2 humans is plus 20 AI agents is doing about what 10 human GTMs is.”
Jason Lemkin Jan 1, 2026 ▶ 14:07 We replaced our sales team with 20 AI agents—here’s what happened next | Jason Lemkin (SaaStr)
Assertion Not checkable as stated
Schulhoff: Guardrail Vendors Fabricate Stats and Fail on Non-English
“I know a number of people working at these companies and I am permitted to say these things, which I will approximately say but they tell me things like, you know, the testing we do is bullshit. They're fabricating statistics. And a lot of the times their mode…”
Sander Schulhoff Dec 21, 2025 ▶ 35:55 Why securing AI is harder than anyone expected and guardrails are failing | HackAPrompt CEO
Assertion Not checkable as stated
Vercel replaced a $1M SDR team with a $1,000 AI agent
“That lead agent, which runs full stack on Purcell, will cost us about a thousand dollars to run for the entire year. So if you remember, I told you we had 10 people in the SDR function, so I'm paying well over a million dollars for that from a salary perspecti…”
Jeanne DeWitt Grosser Nov 30, 2025 ▶ 41:31 What world-class GTM looks like in 2026 | Jeanne DeWitt Grosser (Vercel, Stripe, Google)
Prediction Not checkable as stated
McCabe: Intercom Will Outgrow Every Public Software Company Next Year
“I think we're going to find ourselves being the fastest growing out of all relative to all public software companies.”
Eoghan McCabe Aug 21, 2025 ▶ 1:13:43 How Intercom rose from the ashes by betting everything on AI | Eoghan McCabe (founder and CEO)
Prediction Not checkable as stated
Mann: 50% chance of reaching superintelligence in a small handful of years
“I think, like, 50th percentile chance of hitting some kind of super intelligence in just a small handful of years is probably reasonable, and it does sound crazy, but this is the exponential that we're on.”
Ben Mann Jul 20, 2025 ▶ 46:12 Anthropic co-founder: AGI predictions, leaving OpenAI, what keeps him up at night | Ben Mann
Assertion Supported
Mann: Anthropic models have exhibited power-seeking behaviors in lab experiments
“If the model is in a box trying to improve itself, then it could go completely off the rails and have these secret goals, like Resource accumulation and power seeking and resistance to shutdown that you really don't want in a very powerful model. And we've act…”
Ben Mann Jul 20, 2025 ▶ 54:46 Anthropic co-founder: AGI predictions, leaving OpenAI, what keeps him up at night | Ben Mann
Assertion Contradicted
Pfeffer: Bill Gates stole the original code that built Microsoft
“People forget that Bill Gates stole the code on which Microsoft has built.”
Jeffrey Pfeffer Jun 13, 2024 ▶ 1:01:41 The paths to power: How to grow your influence and advance your career | Jeffrey Pfeffer (Stanford)
Prediction Not checkable as stated
A sudden, fast-takeoff scenario for AI will not happen
“Like the line of reasoning for that case is always everything up until now, then something happens that no one can quite articulate and then fast take off. So I don't believe that that's going to happen.”
Anish Acharya Sep 6, 2026 ▶ 6:05 Why companies are becoming a series of loops | Anish Acharya (a16z)
Prediction Not checkable as stated
Evans: AI Model Providers Will Lack Pricing Power and Become Commodities
“And so it does sort of seem to me that like, if the chatbot isn't the UX and it needs to be apps and the model companies aren't going to build that. And the models themselves are basically commodities, as, at least as you can see them as users, then why would …”
Benedict Evans May 31, 2026 ▶ 35:48 The most rational take on AI you’ll hear this year
Prediction Not checkable as stated
Shipper: SaaS stocks will rise majorly, defying fears of a SaaS apocalypse
“I think the SAS apocalypse is dumb and SAS stocks will be up majorly in the next couple of years.”
Dan Shipper May 24, 2026 ▶ 37:12 AI predictions: Job markets, Codex beats Claude, and the death of org charts | Dan Shipper
Prediction Not checkable as stated
Shipper: Mass unemployment predicted by AI CEOs is not going to happen
“I think that, like, some AI CEOs are talking about, like, I think that's not gonna happen.”
Dan Shipper May 24, 2026 ▶ 1:13:32 AI predictions: Job markets, Codex beats Claude, and the death of org charts | Dan Shipper
Assertion Partly supported
Ries: Johnson & Johnson covered up asbestos in baby powder for growth
“Again, if you think I'm exaggerating, the product managers at Johnson & Johnson put asbestos in the baby powder. And covered it up because although they said their purpose, their mission statement was patient health, their actual mission had become growth opti…”
Eric Ries May 10, 2026 ▶ 48:32 How Anthropic, Costco, and Patagonia all build incorruptible companies | Eric Ries
Prediction Not checkable as stated
Singhal: Half of PMs are 'information movers' who will become obsolete
“Now what we're essentially saying is the information mover is essentially going to become a dinosaur. And I think about half of the product people that were kind of, that grew into the industry, you know, have that skill and superpower.”
Nikhyl Singhal Apr 19, 2026 ▶ 25:27 Why half of product managers are in trouble | Nikhyl Singhal (Meta, Google)
Prediction Not checkable as stated
Singhal: Tech diversity and geographic breadth will regress significantly during AI wave
“Sadly, I think that geography and actually diversity is going to take a step back. I think that we were very good about driving more breath. As we grew the industry, we started looking at people who were from different backgrounds to populate it, including dif…”
Nikhyl Singhal Apr 19, 2026 ▶ 35:45 Why half of product managers are in trouble | Nikhyl Singhal (Meta, Google)
Assertion Not checkable as stated
Younis: Applied Intuition has never spent any raised venture capital
“Our claim to fame, which is kind of a crazy, you know, reality is we've never spent any money we've ever raised, you know, in the history of the company, which is kind of, it almost sounds like it's made up. It says that the company is almost 10 years old, you…”
Qasar Younis Mar 8, 2026 ▶ 57:06 The real AI revolution isn’t software. It’s farms, mines, and trucks. | Qasar Younis
Prediction Not checkable as stated
Cherny predicts coding will be increasingly solved across all stacks within months
“And over the next few months, I think what we're going to see is just across the industry, it's going to become increasingly solved, you know, for every kind of code base, every tech stack that people work on.”
Boris Cherny Feb 19, 2026 ▶ 19:06 Head of Claude Code: What happens after coding is solved | Boris Cherny
Assertion Not checkable as stated
Cherny: Claude Code boosted Anthropic engineer PR productivity by 200%
“Over the last year, like, since we introduced quad code, we probably, I don't know the exact number, we probably, like, forex the engineering team or something like this, but productivity per engineer has increased 200% in terms of, like, pull requests.”
Boris Cherny Feb 19, 2026 ▶ 21:18 Head of Claude Code: What happens after coding is solved | Boris Cherny
Prediction Not checkable as stated
Cherny: Understanding underlying code layers won't matter in one to two years
“My take is, I think for people that are using that are using quad code, that are using agents to code today, you still have to understand the layer under. But yeah, in a year or two, it's not gonna matter.”
Boris Cherny Feb 19, 2026 ▶ 32:27 Head of Claude Code: What happens after coding is solved | Boris Cherny
Assertion Not checkable as stated
Lovable is the fastest-growing startup in history
“We as a company are now living in, which is where the fastest growing startup in history.”
Lazar Yovanovich Feb 8, 2026 ▶ 8:45 The rise of the professional vibe coder (a new AI-era job)
Prediction Not checkable as stated
AI will reward better judgment over raw code output
“People like me, people watching that are like, should I start learning how to code? If you haven't done it yet, I, I'd honestly say no. Like, you're optimizing for the wrong skill set. We won't be rewarded in the world of AI for faster raw output. We will be r…”
Lazar Yovanovich Feb 8, 2026 ▶ 20:11 The rise of the professional vibe coder (a new AI-era job)
Prediction Not checkable as stated
Andreessen: Global depopulation makes AI necessary to replace missing human workers
“We actually need AI to work because we're going to need, you know, we're going to need machines to do all the jobs that we're not going to have people to do. Because we're literally going to depopulate, we're going to depopulate the planet over the next hundre…”
Marc Andreessen Jan 29, 2026 ▶ 10:59 Marc Andreessen: The real AI boom hasn’t even started yet
Prediction Not checkable as stated
Andreessen: AI will create widespread hiring booms that swamp job substitution
“Even if AI, like, triples the pace of economic change in the economy, it's going to just translate to, like, a much higher rate of economic growth is going to transfer, translate to a much higher rate of job growth. And, you know, there, there'll be some level…”
Marc Andreessen Jan 29, 2026 ▶ 23:38 Marc Andreessen: The real AI boom hasn’t even started yet
Prediction Not checkable as stated
Arnovitz predicts job titles will collapse as AI makes everyone a builder
“I think titles are going to collapse and responsibilities are going to collapse and everyone's just going to be building.”
Zevi Arnovitz Jan 18, 2026 ▶ 52:46 How a Meta PM ships products without ever writing code | Zevi Arnovitz
Prediction Not checkable as stated
Lessin: Seed VCs backing AI companies will lose an 'impossibly large amount'
“I think that the venture capital, the seed venture capitalists who invest in companies that are branded as AI companies are going to lose an impossibly large amount of money in the coming years.”
Sam Lessin Jan 15, 2026 ▶ 1:11:26 How to show up in any room with a low heart rate: Silicon Valley’s missing etiquette playbook
Prediction Not checkable as stated
Lemkin: Net demand for sales and GTM professionals will hit record highs
“Net net, we're gonna need more sales and go to market professionals than ever. Because the winners are growing so quickly that even if they're more efficient, they will need more human beings than ever.”
Jason Lemkin Jan 1, 2026 ▶ 1:16:29 We replaced our sales team with 20 AI agents—here’s what happened next | Jason Lemkin (SaaStr)
Prediction Not checkable as stated
Lemkin: Interconnected AI hive minds will put human GTM roles at risk
“When AI really is the hive mind, when it can share all of the data across all of your agents and knows everything that happens, then Humans are at risk in GTM. They're going to be so much better when they're the hive mind”
Jason Lemkin Jan 1, 2026 ▶ 1:32:20 We replaced our sales team with 20 AI agents—here’s what happened next | Jason Lemkin (SaaStr)
Prediction Not checkable as stated
Schulhoff: AI security sector faces market correction within six to twelve months
“When it comes to AI security, the AI security industry in particular, I think we're going to see a market correction in the next Year, maybe in the next six months where companies realize that these guardrails don't work.”
Sander Schulhoff Dec 21, 2025 ▶ 1:22:21 Why securing AI is harder than anyone expected and guardrails are failing | HackAPrompt CEO
Assertion Supported
Lovable reached $200M ARR with a team of just 100 employees
“We're over two hundred million in AR. At this point, we're a hundred people large.”
Elena Verna Dec 18, 2025 ▶ 56:22 The new AI growth playbook for 2026 | How Lovable hit $200M ARR in one year
Assertion Supported
Surge AI Surpassed $1B in Revenue With Under 100 Employees
“Yeah, so we hit over a billion of revenue last year with under a hundred people.”
Edwin Chen Dec 7, 2025 ▶ 5:40 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
Prediction Open · timeframe Dec 2028
Chen: AI Efficiency Will Enable $100 Billion Revenue-Per-Employee Ratios
“And I think we're going to see companies with even crazier ratios, like a hundred billion per employee in the next few years. AI is just going to get better and better and make things more efficient. So that ratio just becomes inevitable.”
Edwin Chen Dec 7, 2025 ▶ 5:44 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
Assertion Not checkable as stated
Chen: Frontier AI Labs Game Benchmarks via Prompt Tweaking and Test Leaks
“Sometimes, yeah, these benchmarks, they accidentally leak in certain ways, or the frontier labs will tweak the way they evaluate their models on these benchmarks. Like they'll tweak their system prompt. Or they'll tweak the number of times they run their model…”
Edwin Chen Dec 7, 2025 ▶ 19:32 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
Assertion Not checkable as stated
Chen: LMSYS Chatbot Arena rewards bolding, emojis, and length over accuracy
“The easiest way to climb Alamarina, it's adding crazy boating. It's doubling the number of emojis. It's tripling the length of your model responses. Even if your model starts hallucinating and getting the answer completely wrong.”
Edwin Chen Dec 7, 2025 ▶ 24:15 The $1B Al company training ChatGPT, Claude & Gemini on the path to responsible AGI | Edwin Chen
Prediction Not checkable as stated
Cohen: Tech companies will need fewer specialized roles than before
“I think there are system builders that empower full stack builders and then you have people who are specialized, but I don't think we need as many specialized people as we did in the past.”
Tomer Cohen Dec 4, 2025 ▶ 49:36 Why AI is disrupting traditional product management | Tomer Cohen (LinkedIn CPO)
Prediction Not checkable as stated
Prasanna: AI will make teams rewrite entire apps instead of refactoring
“And I think that you're gonna see instead of us, for example, refactoring a, an app to have a different UI or to evolve into its new version, we're just gonna rewrite that app from scratch.”
Dhanji R. Prasanna Oct 26, 2025 ▶ 35:01 How Block is becoming the most AI-native enterprise in the world | Dhanji R. Prasanna
Assertion Supported
Meta paid $14B for a 49% non-voting stake in Scale AI
“The transaction was Meta invested a little bit over fourteen billion dollars to get 49% of the company non-voting stock. Didn't take a new board seat.”
Jason Droege Oct 9, 2025 ▶ 10:58 Scale AI CEO on Meta’s $14B deal, scaling Uber Eats to $80B, & what frontier labs are building next
Prediction Not checkable as stated
Horowitz predicts Adam Neumann's Flow will be a16z's best investment
“And I think it's going to end up being one of the best investments we ever made.”
Ben Horowitz Sep 11, 2025 ▶ 51:52 $46B of hard truths: Why founders fail and why you need to run toward fear | Ben Horowitz (a16z)
Assertion Not checkable as stated
Horowitz: LLM scaling is asymptoting because the industry ran out of data
“You have LLMs, which have generalized pretty, you know, like in fascinating ways, but they've kind of also asymptoted in that you know, we have run out of data for the most part.”
Ben Horowitz Sep 11, 2025 ▶ 1:08:47 $46B of hard truths: Why founders fail and why you need to run toward fear | Ben Horowitz (a16z)
Prediction Not checkable as stated
Oji Udezue: AI capabilities will eventually surpass thermonuclear weapons in power
“We think of AI and its core capabilities as ordinance level, meaning like at some point we'll think of this as more powerful than the fusion bomb.”
Oji Udezue Sep 7, 2025 ▶ 45:52 How AI is reshaping the product role | Oji and Ezinne Udezue
Prediction Not checkable as stated
Mann: It will probably be too late to align models post-superintelligence
“Like once we get to super intelligence, it will be too late to align the models. Probably.”
Ben Mann Jul 20, 2025 ▶ 42:49 Anthropic co-founder: AGI predictions, leaving OpenAI, what keeps him up at night | Ben Mann
Prediction Not checkable as stated
Shipper: AI will not cause mass unemployment across the workforce
“I hate the headlines that are like, it's going to replace jobs. Or like, it's going to unemployed like two thirds of the workforce. Like, I don't think that's true.”
Dan Shipper Jul 17, 2025 ▶ 18:49 The AI-native startup: 5 products, 7-figure revenue, 100% AI-written code. | Dan Shipper (Every)
Assertion Not checkable as stated
Mike Krieger estimates Claude Code is over 95% written by AI
“At this point, I would be shocked if it wasn't 95% plus.”
Mike Krieger Jun 5, 2025 ▶ 17:18 Anthropic's CPO on what comes next | Mike Krieger (co-founder of Instagram)
Prediction Not checkable as stated
Scott Wu: Devin will author over 50% of Cognition's code by year-end
“I think by the end of this year, we expect it to be more than half.”
Scott Wu May 4, 2025 ▶ 23:32 Inside Devin: The AI engineer that's set to write 50% of its company’s code this year | Scott Wu
Prediction Open · timeframe May 2028
Wu: There will be far more software engineers in a few years
“And so if anything, I think there's going to be, I think there's going to be way more product, way more programmers and way more engineers, you know, a few years from now than there are today.”
Scott Wu May 4, 2025 ▶ 28:46 Inside Devin: The AI engineer that's set to write 50% of its company’s code this year | Scott Wu
Prediction Open · timeframe May 2030
Truell: Long-term demand for software engineers will increase despite AI
“I think long into the future, yes, there will actually be more demand for engineers.”
Michael Truell May 1, 2025 ▶ 1:08:48 The rise of Cursor: The $300M ARR AI tool that engineers can’t stop using | Michael Truell
Prediction Not checkable as stated
Mohan: Niche vertical SaaS products will get competed down significantly
“These very, very verticalized niche products. I think are going to get, they're going to get competed down a ton.”
Varun Mohan Apr 20, 2025 ▶ 50:57 Building a magical AI code editor used by over 1m developers in 4 months: Inside Windsurf
Assertion Partly supported
Rachitsky: X is making billions of dollars and becoming really profitable
“I just saw a story that they're, like, making billions of dollars. Like, he's actually turned it around. It's actually becoming a really profitable company.”
Lenny Rachitsky Mar 27, 2025 ▶ 1:20:09 How to win in the AI era: Ship weekly, embrace technical debt, ruthlessly cut scope, and more
Assertion Supported
Mullenweg: Meta's Llama isn't truly open source due to user restrictions
“However, there's a clause in it that says, if you're above a certain threshold of monthly active users, I forget what it is, like, it's big, it's like seven hundred fifty million, so it's pretty high. You need a license from them. And so that does not give you…”
Matt Mullenweg Mar 2, 2025 ▶ 23:57 Matt Mullenweg on the future of open source and why he’s taking a stand
Assertion Supported
Mullenweg claims WP Engine broke WordPress undo feature to save money
“So to save money, they were actually turning off features like revisions. So a cool part about WordPress that actually one of my favorite features is every change to every single post or page is saved forever, just like Wikipedia. So if you make a mistake, you…”
Matt Mullenweg Mar 2, 2025 ▶ 41:57 Matt Mullenweg on the future of open source and why he’s taking a stand
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