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 33 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 1 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
Ramaswamy: Closed US labs force American academics to use Chinese AI research
“What is happening right now is that it's the Chinese companies that are publishing their work. And what then happens is all the universities, all the students and professors in our country are looking at their work and figuring out how to build on top of it. A…”
Ramaswamy: Chinese open-source AI parity is a net positive for Western innovation
“So from a macro perspective, I would say that that is actually a positive because Mistral is going to figure out how to reverse engineer all of this stuff, stuff, and go one step forward, which will be good for Europe. And Reflection will figure out how to do …”
Ramaswamy: Any AI model lead OpenAI or Anthropic gain will vanish quickly
“This just means that OpenAI and Anthropic need to understand that any kind of lead that they get is not going to be a long-lived one, and they really have to work hard and compete.”
Ramaswamy: Alibaba's new Qwen model is shockingly close to Anthropic's Claude Sonnet
“A new Quen model came out yesterday that is shockingly close to the best Sonnet model that there is from Anthropic.”
Ramaswamy: Synthetic media barrage will severely challenge human perception of reality
“I think, like, our notion of reality is going to be subject to such a barrage of, like, fake and real signals that I think it's going to be a real problem for us to keep our heads straight.”
Ramaswamy: Google's delay in generative AI was an internal choice, not technical
“And remember Google's lack of progress in generative AI like, you know, that's internally driven. Nothing stopped them from creating ChatGPT. They chose not to.”
Ramaswamy: GPT-4 and Claude are a clear step ahead of open source models
“The blunt truth is that the very best of the models out there, whether it's GPT-IV or Claude's biggest model, are a clear step ahead of the pack when it comes to quality. When it comes to reasoning, when it comes to the quality of the text that they produce th…”
Ramaswamy: No company in history held 90%+ market share in a $100B+ market
“There has never been in the history of business, a company that has commanded 90 plus market share in a market that's like a hundred plus billion dollars.”
Ramaswamy: Google's ad business and engineering teams are way larger than search
“And if you take the ads business team, and the ads product and engineering teams, they're way larger than the search team.”
Ramaswamy: E-commerce marketplaces can extract 15% to 20% of GMV in ad tax
“And in e-commerce, by the way, it's kind of well known that a marketplace can squeeze out between 15 to 20% of GMV. As the ad tax.”
Ramaswamy: Search result pages composed entirely of ads are legal under antitrust
“By the way, it is perfectly legal under current interpretations of antitrust for the entirety of a search result page to only have ads.
It's perfectly legit.”
Ramaswamy: Search ad page coverage grew from 3% to over 90%
“What used to be three percent of a search result page being covered by ads, 10 plus years ago now gets closer to like 90 plus percent on some queries.”
Ramaswamy: Google always allowed cross-property data sharing for logged-in user ads
“Whenever you are signed in across different Google properties, it was always the it was always okay for that information to get moved around to show you ads.
that was always part of the equation.”
Ramaswamy: Chrome pops up warnings prompting users to revert search defaults
“It's terrifying for us to do that today when Chrome keeps popping up warnings such as, hey, do you want to change your default back?”
Ramaswamy: Snowflake internal AI agents cut complex support debug times by 10x
“We are seeing 10 X, not 10%, 10 X reductions in the amount of time that it takes to debug complex cases that come in.”
Ramaswamy: AI coding will consolidate software market value toward platform players
“I think that is going to be a concentration towards platform players.”
Ramaswamy: Google routed trending topics to trusted sites to avoid conspiracy theories
“Google had this system that was roughly called flight to quality. Whenever there would be a new and trending topic the search algorithm would basically say, I'm going to go to trustworthy sites because if it is a brand new topic, the likelihood that someone sp…”
Ramaswamy: Google operates in a high-urgency crisis mode every single year
“And every year that I have been at Google, I can think of one or more crises that required us to operate very differently. And what looks like a placid company from outside is very motivated, very driven.”
Ramaswamy: None of the 20 Davos executives he met deployed AI agents
“I probably met 20 odd CEOs, CIOs, lots of partners. And my sort of SOPs, standard operating procedure for each of these meetings would be, I would ask our sales agent for information about the customer. What's the state of our relationship with? Take your pick…”
Ramaswamy: Chatbots like Pi and Character.ai rely on gimmicks for long-term memory
“You know, they don't really have things like long-term memory. Like there's a bunch of technical gimmicks That people can use to have these bots pretend like they have long-term state.”
Ramaswamy: AI language models trained on AI-generated content eventually produce trash
“If these language models learn on content that other language models have generated beyond a point, they just generate trash.”
Ramaswamy: On-site chatbots will become the standard for publisher content discovery
“Meaning that chatbots are going to be the norm for how information is discovered on a on a site once you get that person to come to that site.”
Ramaswamy: Consumers will chat directly with websites to execute purchases
“I think you're going to see experiences where you can again chat with a website and be able to drive purchases off of it.”
Ramaswamy: ChatGPT's user growth has flattened out
“ChatGPT, you know, has had growth, but it has sort of flattened out.”
Ramaswamy: Safari restricts default search engines to five preselected options
“Outside of the prescribed five, You can't change the search engine on Safari to anything else, even today.”
Ramaswamy: Snowflake bets generative AI will 10x users and 100x queries
“Our bet is that we can 10 X the number of users that can use the platform, hundred X the number of queries that are going to be done on the platform.”
Ramaswamy: Individuals can fine-tune an AI model for $500 in one evening
“You can fine tune a model for 500 bucks in one evening without a whole lot of technical skill.”
Ramaswamy: Neeva subscription will cost $5–$10 and get cheaper with scale
“When it comes to Neva, for example, I talk about charging a subscription of like five to 10 dollars at most per month. And as we gain scale, I expect that product to actually get cheaper over time.”
Ramaswamy: Do not expect outcomes from Google antitrust cases anytime soon
“Do I expect an actual outcome in these? No, not, not anytime soon, but the scrutiny helps.”
Ramaswamy: Snowflake Intelligence reached 2,000 customers within three months of release
“We've created an agentic platform called Snowflake Intelligence that's been quite transformative for 2000 customers. Fastest growing product over 2000 customers are using it pretty much you know, three months after we released the product to GA.”
Ramaswamy: Google assigned thousands of employees to voice assistant development
“And Google actually put a multi-thousand person team to work on this, both in search, but also within my team. The shopping team, for example, had an assistant. We had partnerships with companies like Walmart. We took it seriously”
Ramaswamy: Conversational search sharply increased comparison queries at Neeva
“We don't look at sort of individual queries. That's one of the no-no's of any search engine. And so, like, we would do things like analysis on the length of queries, what sort of quality that that, that we would serve. But as I said, comparison queries increas…”