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 495 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
Sam Parr: Residential real estate barely beats inflation, returning 3.5% annually
“I believe the trailing hundred years, homes have grown something like three and a half percent a year, so they barely keep up with inflation, so I think homes are a wonderful place to Store value that keep up with inflation and they cause forced savings, but i…”
Sam Parr Dec 3, 2021 ▶ 39:16 Reinventing Home Ownership and Concierge Businesses With Sam Parr | Where It Happens
Assertion Supported
Miller: Y Combinator's ratio of B2B to B2C startups has skyrocketed
“If you look at the YC splits right now when I was working with YC when I was at AWS compared to now, the ratio of B to B versus B to C has skyrocketed. Like there's just not as many B to C companies in these incubators getting built.”
Ali K. Miller Aug 12, 2026 ▶ 39:47 My top secrets to running an AI Agent Workforce
Prediction Held up
Greg Isenberg: AI Agents Will Soon Have Wallets to Execute Autonomous Transactions
“Well, we're moving into a future where agents are going to have wallets. They're going to have email addresses. And assuming that's true, and I think, you know, there's a good chance that that happen is happening happens because it's already starting to happen…”
Greg Isenberg Aug 10, 2026 ▶ 6:18 Cloudflare will make 1000+ AI millionaires
Assertion Supported
Schneider: Meta's Andromeda Analyzes Multimodal Creative and Landing Pages
“So Andromeda is Facebook's new like ad algorithm, right? It basically, it decides what ads get shown to what people and how it functions is the AI is basically looking at the ad creative. And it's understanding, okay, like what is in this static ad? What is th…”
Cody Schneider Jul 27, 2026 ▶ 10:46 Marketing Agents Are Too Good Now
Assertion Supported
Dan Shipper: Codex Chronicle captures local screenshots for user context
“Like, one of the interesting things about Codex is it has this thing called Chronicle, which is it automatically takes screenshots of your computer and locally turns it into locally turns it into a, Feed that gives it context on who you are and what you're doi…”
Dan Shipper Jul 9, 2026 ▶ 41:51 GPT 5.6 SOL IS HERE! How to use it.
Assertion Supported
Brown: Codex autonomously built and played its own chess game
“And so, in my video, it did this in one prompt. I said, build a chess game, then use browser use to test the game and play yourself until one team wins. And that's what it did in one shot”
Riley Brown Apr 27, 2026 ▶ 42:40 Stop using Claude. Start using Codex?
Assertion Supported
Isenberg: Gartner projects AI agents will drive 20% of commerce by 2030
“I saw that Gartner had a research report that said, 20% of commerce will, on the internet by 20 30 will be agents, meaning like agents are buying things.”
Greg Isenberg Apr 13, 2026 ▶ 15:55 My Claude Code workflow to A/B startups in seconds
Assertion Supported
Ross Mike: Agent skills load only metadata initially to conserve tokens
“What, when you create a skill.md file, what gets added into the context is actually just the name and the description. Right? The bunch of info doesn't get added. So imagine you have two sentences versus an agent.md that has like a thousand lines that get adde…”
Ross Mike Apr 8, 2026 ▶ 5:17 How AI agents & Claude skills work (Clearly Explained)
Assertion Supported
AutoResearch requires an NVIDIA chip or cloud GPU, excludes M1 Macs
“You need a NVIDIA chip to actually run auto research, or you can do it in the cloud. I'll talk about this at the end of the episode, but you know, you do need that. You can't just run it on, let's say you have a Mac book M one or something like that.”
Greg Isenberg Mar 11, 2026 ▶ 2:55 Karpathy's "autoresearch" broke the internet
Assertion Supported
Schneider: Clay.com coined 'GTM engineering' for outbound data enrichment workflows
“So this is actually like made up by clay.com, which is hilarious. And they originally did it as like a way to explain somebody that like does basically like cascading workflows for like data enrichment to do outbound sales motions over email or slack, or, you …”
Cody Schneider Mar 2, 2026 ▶ 2:15 Claude Code & MCPs built my $145K marketing machine
Assertion Supported
Chu: APlaceForMom.com takes first month's rent or fixed fees for referrals
“And they basically have all of these kind of sneaky ways to collect information and then pass them off to these senior living homes where they collect a portion of the first month's rent or like a fixed fee for every referral that they give.”
Frey Chu Feb 16, 2026 ▶ 7:23 Claude Code built me a $273/Day online directory
Assertion Supported
Remotion can programmatically generate 100 video ads from a single prompt
“It can do all of that programmatically. And you could create, like, a hundred videos with, literally with one prompt.”
James Dickerson Feb 9, 2026 ▶ 27:26 AI marketing Masterclass: From beginner to expert in 60 minutes
Assertion Supported
Kevin Rose: Zero Intermittent Fasting App Generates Double-Digit Millions in Revenue
“When I made Xero the intermittent fasting app, I was like, I just want a way to track my fast and like have a silly little timer. And then, you know, the company's doing double digits, millions of dollars in revenue off of a little like timer app with some oth…”
Kevin Rose Feb 2, 2026 ▶ 51:32 Screensharing Kevin Rose's AI Workflow/New App
Assertion Supported
Isenberg: Cal AI generates around $3 million per month
“You have the Cal AI guys doing like three million dollars a month and so many people copying it.”
Greg Isenberg Nov 24, 2025 ▶ 8:51 How I Design Apps 10x Better (Free Course)
Assertion Supported
Kilpatrick: Gemini 3.0 Pro latency roughly matches Gemini 2.5 Pro
“I think for folks, again, who have used 2.5 pro, I think three point O pro is like roughly on par from a latency standpoint. So there's no I think in some cases it's actually, it's a little bit higher latency, but obviously the model is much smarter.”
Logan Kilpatrick Nov 18, 2025 ▶ 30:32 Google's Gemini 3.0: The Most Powerful LLM Ever
Assertion Supported
Isenberg: GenSpark costs $20 a month, uses fewer tokens than Manus
“GenSpark is kind of, you know, from a pricing perspective, it's kind of like a cheaper Manus. Like, I think it's like 20 bucks a month or something. And you know, it just eats up a lot less tokens than a Manus”
Greg Isenberg Oct 15, 2025 ▶ 11:27 Genspark's Super AI Agent is INSANE
Prediction Held up
Multi-step AI video editing workflows will soon be baked into Sora
“I do think that, like, for everything I laid out, it's important for now, but it's gonna be baked into Sora's kind of suite, where you can edit clips, you can kind of double tap into this, and this entire process is gonna get, like, a lot faster and a lot chea…”
PJ Ace Oct 13, 2025 ▶ 42:42 My AI Videos Hit 1M+ Views (Veo3 + Sora 2 Demo)
Assertion Supported
Schneider: Focus Tree scaled to two million users via creator marketing
“I know Lauren has like scaled from like zero to it's like two million users or something like that. Now. I don't know since the last time I talked to him, like where, where it's at, but this is how this can be used.”
Cody Schneider Sep 17, 2025 ▶ 13:03 Apps make $50K/mo like THIS (I shouldn't share this)
Assertion Supported
Cheung: The Rundown Gained 150K+ Followers In One Year Using AI Avatars
“We started doing it and it's been under a year and we've grown to over a 150,000 followers.”
Rowan Cheung Sep 8, 2025 ▶ 4:33 Screensharing How This Guy Makes Millions with AI Agents (Rowan Cheung)
Prediction Held up
Isenberg predicts Cursor will eventually ship built-in stock agents
“In the future, you would think that a lot of these like agents, so to speak, would come like stock with cursor.”
Greg Isenberg Sep 2, 2025 ▶ 11:34 Cursor AI Agents Work Like 10 Developers (Cursor VP Live Demo)
Assertion Supported
Robinson: Linear uses Cursor agents to enforce a zero-bug policy
“They have a zero bug policy and they use cursor. If you look, this is inside of linear. Let's see if I can make this a little bigger. maybe not. Well PM reports a bug. The AI categorizes it. The engineer who's triaging just tells cursor, Hey, investigate this…”
Lee Robinson Sep 2, 2025 ▶ 16:11 Cursor AI Agents Work Like 10 Developers (Cursor VP Live Demo)
Assertion Supported
Schneider: Google Ads exact match no longer limits to exact queries
“Exact match isn't actually exact match though on Google anymore. It used to be in the past. I could be like, anytime somebody searches this keyword, show my ad, they now technically expand the audience and it's total bullshit. I hate it.”
Cody Schneider Aug 30, 2025 ▶ 11:03 Using Google Ads, Heygen AI, Perplexity to make you $$$
Prediction Held up
Isenberg: A 10-person billion-dollar company is probably being built right now
“I think the 10 person, one billion dollar company is probably coming you know, sooner than that. Well, you know, it's probably being built right now.”
Greg Isenberg Aug 7, 2025 ▶ 22:21 Making $$$ with Sam Altman's Solopreneurship Thesis with GPT5
Assertion Supported
Isenberg: Facebook Groups still has a billion active users
“There's still a billion active users in Facebook groups”
Greg Isenberg Jul 28, 2025 ▶ 23:22 Making $$$ with MicroSaaS
Assertion Supported
Schneider: Traditional UGC agencies charge $6,000 for five video ads
“I know there's some agencies that are UGC agencies that are traditional. They're using real humans and they're charging so much money for this like basically the creative development and, you know, six grand for five videos.”
Cody Schneider Jul 23, 2025 ▶ 17:00 The 6 Best AI Agency Niches to Make $50K/mo (Data-Backed)
Assertion Supported
Woodward: Google's Veo 3 adds sound to AI video generation
“Today's announcement is actually the ability to take this VO three model, which is unbelievable because it has incredible realism and physics and everything on the visual side, but it also adds sound. And so you can create these videos. They're 8:02 clips, sev…”
Josh Woodward Jul 21, 2025 ▶ 7:00 5 NEW Tools from Google AI to make money/be productive (INSANITY)
Assertion Supported
Isenberg: Claude uniquely supports MCPs and shareable Artifacts web apps
“You can use MCPs in Clode, and you can't use it in some of the other platforms, as well as Artifacts. Which are basically just shareable web web apps.”
Greg Isenberg Jul 9, 2025 ▶ 3:16 I'm REVEALING ALL the Vibe Marketing Secrets (NO Gatekeeping)
Assertion Supported
GenSpark lacks self-serve cancellation, requiring an email or phone call
“I couldn't find a self-service cancellation option directly on GenSpark's website. And then it gives you email support and a phone number, and there's no self-service option.”
Greg Isenberg Jun 25, 2025 ▶ 26:05 Genspark vs ChatGPT, my brutally honest review
Prediction Held up
AI builders like Lovable and Cursor will adopt task-based UIs
“And the lovables and bolts and curses of the world are probably going to introduce a to-do list task-based UI in the future because it just kind of, it makes a lot of sense.”
Greg Isenberg May 21, 2025 ▶ 32:47 ChatGPT Codex is like 10 AI software developers (tutorial for beginners)
Assertion Supported
Courtney: Shopify and Duolingo mandate AI proficiency for all hires
“Both Shopify and Duolingo came out saying basically all of the employees have to learn all the AI tools, plus they're not going to hire people who don't know how to use the tools anymore. So it's now an entry requirement.”
Jonathan Courtney May 12, 2025 ▶ 7:38 The Golden Age of AI is happening right now (Here's Why)
Prediction Held up
Brown: AI agents will assemble apps using UI component libraries
“And I think eventually AI agents will have access to component libraries like this, so they'll be able to just select, ah, really cool components like this and place them on your web apps, your mobile apps, ah, and things like that.”
Riley Brown Apr 9, 2025 ▶ 12:02 The Future of AI with Riley Brown
Prediction Held up
API access will let marketers generate 100 ad variants in five minutes
“And when the API becomes generally available, this is going to be trivial. It's literally going to be like, This is your inspiration or like reference ad. These are all the different audiences, just like boom, boom, boom, smash them out and you'll have a hundr…”
Jacob Pozel Apr 2, 2025 ▶ 4:51 ChatGPT 4o replaces your $10,000 Ad Agency (Full Tutorial)
Assertion Supported
Denk: Morning Brew's referral program drove over one million total subscribers
“I built the referral program back at morning brew that worked extremely well. It led to over a million subscribers from morning brew today.”
Tyler Denk Mar 31, 2025 ▶ 46:14 Build $1000/day cash-flowing startup on beehiiv (here's how)
Assertion Supported
Isenberg: Apps like Cal AI are currently generating $20M ARR
“For example, the one, the flavor right now is Cal AI, you know, apps like that. Like those companies are doing like twenty million dollars ARR on, on downloading an app.”
Greg Isenberg Mar 24, 2025 ▶ 13:43 If I wanted to build $1M+ AI startup in 2025, I'd do this
Assertion Supported
Choi: Manus AI autonomously browses, researches, plans, and executes beyond coding
“This is a little bit different because it does more than just coding. It actually does the research. It actually goes to the browser, and it actually catches captures the information from there directly, and then it takes all that context into its planning, an…”
Min Choi Mar 12, 2025 ▶ 10:40 Manus AI replaces your AI tech stack? (Full Demo)
Assertion Supported
Choi: Manus AI Generates Project Architecture Without Requiring Boilerplate Templates
“Another cool thing about this is that you don't have to have a Like a project structure as you see on other tools, like where, you know, people say, go clone this, you know, template, you know, this boilerplate code, and you can use that to build your app and …”
Min Choi Mar 12, 2025 ▶ 26:01 Manus AI replaces your AI tech stack? (Full Demo)
Assertion Supported
Choi: Chinese AI Companies Like Manus Must Share Data With Government
“I think the, one of the biggest thing is that if you are a Chinese company I think you're obligated, obligated to give access to the government.”
Min Choi Mar 12, 2025 ▶ 27:36 Manus AI replaces your AI tech stack? (Full Demo)
Assertion Supported
Isenberg: Jenni AI's essay POV series generated over 300M views
“POV, you have an essay due. That video series has generated 300 plus million views overall.”
Greg Isenberg Feb 26, 2025 ▶ 28:59 REVEALED: The Exact Strategy I Used to Build a $10M AI Startup
Assertion Supported
Finn: An Elon Musk retweet on X yields about 10 million impressions
“You get an Elon retweet that's getting 10, ten million impressions, right?”
Alex Finn Feb 25, 2025 ▶ 43:01 VIBE CODING A COOL VIDEO GAME (Grok 3 + Claude 3.7)
Assertion Supported
Isenberg: Software is shifting from SaaS subscriptions to pay-per-use pricing
“So one of the things I've been noticing in software land at least is there's this shift from software as a service to pay per use.”
Greg Isenberg Feb 24, 2025 ▶ 46:32 Ex-Google Guy's Framework for Building a $1M AI GPT Wrapper Startup (Design Sprint)
Assertion Supported
Isenberg: Perplexity's deep research completes queries faster than ChatGPT's
“Okay, so first things first is that perplexity is faster than ChatGPT. You can see that ChatGPT is about halfway done. Perplexity is done.”
Greg Isenberg Feb 19, 2025 ▶ 9:00 ChatGPT Pro ($200/month ) vs Perplexity AI (Free): Building a $5M Startup from Scratch
Assertion Supported
Kilpatrick: Google AI Studio Offers 1.5 Billion Free Tokens for Gemini
“The API keys actually by default are also free, so you can get, like, 1.5 billion tokens using Gemini across a bunch of different models for free today.”
Logan Kilpatrick Feb 15, 2025 ▶ 28:47 Google AI studio replaces your AI tech stack (full demo)
Assertion Supported
Chu: Atlas Obscura shows little effect from Google core updates
“Also noticing very little to no effect from the Google core updates.”
Frey Chu Feb 12, 2025 ▶ 7:33 I built a Cash Flowing Online Directory in 54 minutes (using Ahrefs and WordPress)
Prediction Held up
Isenberg: OpenAI Operator will eventually integrate native voice capabilities
“Yeah, I think I mean, it's only a matter of time, by the way, before operator adds voice anyways. They won't have to stitch it together with other voice agents.”
Greg Isenberg Jan 30, 2025 ▶ 14:29 ChatGPT Operator Built a $500/Day Business in 30 Minutes (tutorial)
Assertion Supported
Fernando: DeepSeek R1 Is Open Source and on Par with OpenAI o1
“Like they've made it open source so that it's available for us to study but it's apparently also on par with ChatGPT's like O-one model, O-one's reasoning models.”
Ray Fernando Jan 29, 2025 ▶ 0:46 DeepSeek R1 - Everything you need to know
Assertion Supported
Fernando: DeepSeek's official apps and website route user data to China
“To start out to use these models, you have a couple of options and one is going directly to deep seek.com and this is actually currently hosted in China. So a little bit of a background here is that your computer is here. Like it was, for example, I'm in North…”
Ray Fernando Jan 29, 2025 ▶ 2:22 DeepSeek R1 - Everything you need to know
Assertion Supported
Fernando: DeepSeek via Fireworks costs $8/M tokens versus o1's $75
“I think it's about eight dollars per million tokens where normally I think ChatGPT was like 15 input and 60 dollars for output for O-one Pro.”
Ray Fernando Jan 29, 2025 ▶ 16:49 DeepSeek R1 - Everything you need to know
Assertion Supported
Fernando: GPT-4o natively understands audio and tone, unlike DeepSeek R1
“So one thing I just learned very recently about GPT-IV and ChatGPT's Omni models is the fact that this model's breakthrough, a little bit different than R-I, is the fact that it can actually understand audio and tone and all these extra implications that we do…”
Ray Fernando Jan 29, 2025 ▶ 46:15 DeepSeek R1 - Everything you need to know
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