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 71 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
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.”
Coleman: Musk's 'fork in the road' email was a great downsizing approach
“I thought that was a great approach to taking a large company and getting it down to people who are really excited about, you know, working together on, on a mission.”
Agrawal fired Beykpour the night Twitter signed the Musk term sheet
“The day after we get home from the hospital, Parag called me and said that he was letting me go, and that he was taking the team in a different direction. And that night, Twitter signed a term sheet with Elon to sell the company.”
Elon Musk fundamentally misunderstands Twitter's bifurcated user base
“Well, actually Twitter understood, and this is sort of reflected in what Elon Musk is doing these days, that he doesn't seem to understand. And if you ask anyone who's, who was at Twitter, you will see the understanding in their eyes and the fact that he doesn…”
Taylor: FriendFeed lost to Twitter despite superior uptime and product features
“I think it was a time when like Twitter had the fail whale and it was down half the time and people couldn't even use it. And, you know, we, our product, we were innovating faster. We had more features. People liked it. We could. And we were up a hundred perce…”
Coleman: Biggest shift from legacy moderation to Community Notes happened under X
“The biggest change there happened in X. The biggest changes prior to that were just the decision to put this out there and you know, and, Have it be operating at, you know, in public at first us wide scale. But yeah, then the big, the bigger switches came in t…”
Shreyas Doshi: Post-IPO Twitter struggled due to lacking a product strategy
“Twitter's biggest problem is a product strategy problem. The reason they are struggling is they don't have a real product strategy. Now, of course, attempts were made to create a product strategy, but it wasn't a real compelling cohesive product strategy.”
Beykpour: Twitter spotted consumer trends early but repeatedly botched execution
“There's a pattern where Twitter is really great at spotting meaningful consumer behavior changes, right? Like they spotted Vine and acquired Vine, botched it, spotted Periscope, botched it. Just spotted Instagram, by the way, before, you know, Facebook tried t…”
Beykpour: Twitter undermined Vine by building a competing internal video stack
“They then competed with vine internally. So vine was a separate organization within, within Twitter, separate office, obviously in New York. And then Twitter, rather than like, Integrated holistically into the product and sort of pour gasoline on it. They buil…”
Beykpour: Twitter 'Shamelessly' Took Inspiration from Clubhouse for Spaces
“When Clubhouse kind of came on the map, it really re-centered, it put into focus a user experience that felt a lot more right, and I'll give them complete credit for that. They, you know, Paul and Rohan and that team did an exceptional job crafting an experien…”
Twitter's operating state under Elon Musk is a 'shit show'
“I am ecstatic. I'm ecstatic. It seems like such a such a shit show, you know, no shade on anything or anyone like purposely, but you know, look, what's happening is evident.”
Krishnan: Early Twitter failed by not defining its social norms and vibe
“And by the, I think one of the things that Twitter didn't get right in the original days with some of the other apps did, it never told people what kind of party it was. It was like, are we going to Michelin star restaurant where you sit down or it's a sports …”
Krishnan: The algorithmic timeline saved Twitter, despite power users hating it
“The single best product launch for the last five years at Twitter. Was the introduction of the algorithmic ranking algorithmic ranking and it saved the company and power users hated it.”
Claims that a situation is complex usually mask weak leadership
“What I definitely learned is like most of the time you hear it's really complex. It isn't leadership's just weak.”
True product-market fit survives even severe organizational dysfunction
“The first one is like, if you truly find product market fit, like if you managed to bottle lightning, doesn't matter how badly you screw up the organization of it.”
Rachitsky: ChatGPT now drives more newsletter referral traffic than Twitter
“I was looking at my referral traffic and I found that ChatGPT is driving more traffic to my newsletter than Twitter.”
Liu: Post-Elon Twitter Is Better Due to Bolder Product Execution
“I would say net net, I like The post-Elon Twitter more than the pre-Elon Twitter because it's just bolder, and like, I, you know, I guess I really admire bold product execution where you're not just kind of stuck to, like, the current laurels, and they've made…”
Rachitsky: ChatGPT drives more referral traffic to his newsletter than Twitter
“I recently noticed that ChatGPT is driving me to my newsletter, more traffic than Twitter.”
Coleman: Community Notes rejected using journalists to avoid curated editorial decisions
“Initially, some people inside the company were suggesting like, Hey, why don't you have journalists or, you know, some select group be the first participants, but Very specifically, we're like, no, that's like, we're trying to move away from the idea of curate…”
Coleman: Community Notes was never started or maintained for cost savings
“You know, an interesting thing about that is no one ever asked us or brought up or seemed to care about anything related to cost savings in this process. And I think that's like a pro like an assumption people have outside the company that like, this must've b…”
Maples: Outlier startups rarely follow standard management frameworks
“And I also noticed that like all the ones that had seemed to do well, didn't necessarily follow the best practices that everybody talked about. I didn't see the Twitter guys doing the business model canvas, for example. And I didn't see the Justin TV team, eve…”
Beykpour: Cultural change requires removing employees not bought into the vision
“I think one of the really important things about driving cultural change
At the leadership level is you gotta identify whether someone's on the wagon or off the wagon and either quickly convince them to get on the wagon or if they're not on the wagon, like th…”
Beykpour: Twitter Made Spaces Its Top Priority Company-Wide
“Hydro went from this like tiny project that like six people were working on that no one knew or care about to we made space as the number one priority of the company literally like above any other project period.”
Beykpour: Twitter Reverted Reverse-Chron Feeds to Algorithmic to Drive Metrics
“You press the toggle, it turns you to reverse cron, and then we would pull the rug out from underneath you and make the experience go back to the ring timeline after like, I don't know, 24 hours or something like that. Oh, wow. And the reason that the team fel…”
Rachitsky: The best people do not spend time posting on social media
“The advice I always share with people is the best people are not spending time tweeting and talking online, sharing on LinkedIn. They're just doing the work. They don't have time for that sort of thing.”
Threads will beat Twitter by winning the advertising revenue spiral
“I mean, Threads will prosper, I believe, and again, you know, it'll just be another click for advertisers who understand the Facebook marketplace versus The Twitter ad marketplace is much harder to access. So I think the way Treads wins is the revenue spiral v…”
Kao: One-directional content formats allow more low-substance claims
“So if you imagine a pyramid triangle at the bottom, there's more room for BS and at the very top of the triangle, there's less room for BS. So what's at the bottom of that triangle, Twitter podcasts, short, you know, articles, right? It's basically situations …”
Doshi: Twitter will endure long-term barring catastrophe due to network effects
“That core product differentiation combined with network effects Has what enabled Twitter to kind of, you know, have the staying power it's had, and I think unless something terrible happens, I think Twitter will be around for a really long time.”
Seshan: Codex development process remains unchanged despite shifting market perception
“And actually with the Codex app the team who initially got it up and running and we're working on it we're super, again, user focused, tight iteration loop, really dog food at the thing, like mainline to the app as much as possible to get get everything right …”
Rachitsky: 70% of engineers and PMs report enjoying work more with AI
“Both engineers and PMs, 70% of people said they are enjoying their job more. And about 10% said they're enjoying their job less. Designers, interestingly, Only 55% said they're enjoying their job more, and 20% said they're enjoying their job less.”
Schulhoff: Remotely.io was the first public prompt injection incident
“The very first example of prompt injection,
Publicly on the internet was this Twitter chat bot by a company called remotely.io.”
Reddit provides more authentic Codex user feedback than hype on X
“Especially, I think for Twitter X it's a little bit more hypey, and then Reddit is a little more negative, but real, actually. So I've started increasingly paying attention to, like, how people are talking about using codecs on Reddit, actually.”
Lee: Twitter audiences demand tactical, contrarian, and technical content over generalities
“Yeah, I, that's what I've found is, like, tactical, oftentimes more contrarian on Twitter, and also I would say technical, too. People really like to know, you know, again, going into, again, going back to, like, getting into the weeds, like, is this something…”
Lee: Twitter marketing was not impactful for Gamma despite working for Notion
“For instance, Twitter for us, hasn't been that impactful. And I think for, Tools like notion. They've been really, really impactful.”
Smith: Google intentionally tuned search algorithms to rank Reddit, Twitter, and Quora
“Google has specifically configured their search algorithm to rank Reddit and Twitter and Quora because they want user generated content. And if it wasn't good content, then they would change the algorithm and they wouldn't rank it.”
Mullenweg: Internal sentiment analysis showed 52% negative reaction on Twitter
“We ran a sentiment analysis recently. We were kind of like looking at different social networks, analyzing all the comments, and we found actually that the negative, you know, the sort of devil horn fraction on like what was it? Like LinkedIn, Facebook, Instag…”
Coleman: Early mock-ups showed users across political spectrum liked Community Notes
“When we built the first mock-ups, we had just, these were just, like, pictures of, you know, depicting what community notes might look like. We showed those to people across the political spectrum. We saw, like, hey, people really like these, whether they're o…”
Rachitsky: Most newsletter traffic comes from LinkedIn, not Twitter
“Most of my traffic to my newsletter. Comes from LinkedIn, not Twitter, where people think it's absurdly underappreciated.”
Field: Figma found early users by mapping Twitter's design graph with PageRank
“So I kind of constructed this list of, like, here are the most central designers in the graph, but also then I, like, looked at their work, and the ones that I was really inspired by, and, like, as a total fanboy, and someone who, like, wanted to learn as much…”
Beykpour: Ranked timeline and core optimization returned Twitter to DAU growth
“The reason why Twitter went from stagnant to declining DAU growth To growing DAU again is because they refine the core, right? This is when they went from the reverse chronological timeline to the rank timeline and that, you know, and the year after that was a…”
Beykpour: Twitter Seeded Community Notes and Fleets Free From OKRs
“Community notes, like the project that I was mentioning Keith, you know, started, we intentionally structured that like a startup. Like it was literally like we made a seed bet on Keith and his team. And we were like, you don't like, Don't worry about the OKRs…”
Beykpour: Community Notes is the future because standard moderation is unscalable
“I always felt really bullish on that being the future of how essentially how like content is moderated on Twitter, just cause it was very clear that the way we were handling content moderation Among many other flaws just wasn't scalable”
Beykpour: Small acqui-hires accelerated cultural change and speculative product bets at Twitter
“One of the things we found
That was a really effective way of accelerating cultural change and also helping drive some of these product initiatives that were particularly speculative was doing small acquires.
And really the benefit of that was a, you bring i…”
Beykpour: Defending Twitter's Jobs to Be Done Rollout Was Exhausting
“I was not a fan of how we leveraged jobs to be done at Twitter. I thought it was Exhausting and not particularly helpful. And so I, it's a particularly, particularly sore subject for me because, you know, I was sort of charged with defending it and rolling it …”
Jackson: Extreme PMF on a core product does not make expansion PMF free
“Just because you got to level four on your main product doesn't mean product market fit is free on all these new products. Right. And you've been inside Airbnb and I've been inside, you know, Dropbox and Twitter, like getting new products to be successful is h…”
Zeratsky: Willpower cannot beat digital distractions without environmental friction
“The basic principle with laser is that your willpower is never going to win. Like we'll, and there's like, there's great research on this, like, but for now, just trust me, like, well, you're not going to white knuckle your way through, like not looking at Twi…”
30% of Twitter's customer base was 'unseen' media organizations
“Twitter has, 30% of Twitter's customer base were unseen. There were media organizations. People like the NFL, the NBA HBO, who wanted content, their content to reach more people, to be in conversational spaces. And they were essentially business customers and …”
CEO Dylan Field built a custom Twitter scraper to map design influencers
“Dylan is also a great engineer. If you don't know that about him or a scrappy engineer who can figure things out. And he had this idea and he built this tool or the script, this scraper where he identified a couple of influencers in the design community. Like …”