Ecosystem Development Partner - crowdvcs | Podcast Producer & Editor at @podcastaqua

Brooklyn
Joined July 2012
TokenZenRogue retweeted
This is so funny. China is doing god's work for the world by producing all these open source models tbh
We’ve identified industrial-scale distillation attacks on our models by DeepSeek, Moonshot AI, and MiniMax. These labs created over 24,000 fraudulent accounts and generated over 16 million exchanges with Claude, extracting its capabilities to train and improve their own models.
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TokenZenRogue retweeted
we just launched a dashboard showing who has completed deep funding jury duty! pick 10 out of 98 OS repos impactful to ethereum, make judgments b/w them & get yourself up on the wall of honor! this data is used to train & test AI models in @JoinPond & @seer_pm , link in QT
Replying to @niemerg
Visit Verdict, our new tool. You'll get 10 repos and compare them on their value to Ethereum. Your comparisons help decide where funding goes. Login with your ENS name and try it out! deepfundingjury.com/
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TokenZenRogue retweeted
This is a good post on the impact of surveillance in Iran: myprivacy.blog/the-digital-i… It's worth reading. IMO one mistake that freedom advocates often make is that we talk about privacy violation and surveillance as "dystopian", using the word as a semantic stop sign: we know it means "bad", we nod along, and don't really go further to clarify why it's bad. I worry that this approach is long-run unhealthy: when we criticize various companies and countries for being "dystopian" and stop there, then to someone who's not already in the same memeplex, it sounds like we're basically criticizing companies and countries for not complying with our culture's aesthetic preferences. Which is ... duh, companies and countries are *supposed* to not comply with each other's aesthetic preferences, that's the whole point of the "pluralism" thing. What the above article makes clear so well is that "dystopian" surveillance is not bad because it's "dystopian", it's bad because it makes a concrete property of the world worse: the power balance between individual and state. Surveillance enables an outcome where basically everyone other than police and security forces has no opportunity whatsoever to challenge the political status quo without being punished. This means an outcome where a political regime can remain in power forever, without satisfying more than a very small coalition of people who have the eyes and the guns (now drones). The Dictator's Handbook talks about "large coalition" and "small coalition" governments; large coalition governments are the ones that are more pro-human, because they, well, have to keep a large coalition happy. Small coalition ones are the really nasty ones. Here is the near-term dark outcome of dictatorship + automated warfare + surveillance: a regime can literally survive with a coalition of size 1, because an army of all-seeing eyes and robots can defeat the entire populace in battle if needed. In Iran, we see what *just* dictatorship with surveillance can do, once you add automated police, you get to the unholy trifecta. I don't know of a good solution to this. Privacy technology, as well as more work on censorship-resistant internet (I think we should strive for at least basic-quality internet, eg. 1 Mbps, being a global human right outside the domain of nation-state sovereignty), can help somewhat to reduce the possibility of total government control. But what else? --- BTW one implicit frame in the article I take some issue with is framing Iran + Russia + China as the unique antagonists (both in surveillance they do internally, and in the technology they export to other countries). They do a lot of dystopian shit of both types. However, Israeli and US tech companies, and undoubtedly tech companies from other Western nations, also do a lot of dystopian shit. Perhaps one key difference between the surveillance described above, and the Western type, is: * The surveillance in the above article is about exercising *great control over a medium area*: you can see everything, but it requires active participation of the government of the territory being surveilled. * The Israeli / US / Western flavor is about exercising *medium control over a great area*: there are more limits to how much they can do, but their surveillance is global: they know what people are doing even in countries and territories they have no presence in. The distinction is not absolute: Israeli surveillance backstops a lot of its human rights abuse in Palestine, US surveillance reinforces ICE abuses (see the recent article about Homeland Security demanding social media firms reveal names of anti-ICE protesters), etc, and "transnational repression" is done by anti-Western countries. But *on average*, the above seems to be the pattern. The two are differently scary. The former for the reasons I described above. The latter because it allows global projection of power: a politician or civil servant in one country now has to worry about being blackmailed, droned or otherwise attacked from other countries. The USA has shown willingness to go after individual EU officials, ICC officials (see recent articles on both), and others. Ultimately, I suspect that even democratic governments will want more privacy to protect themselves, and we will have to have deep conversations about what "democratic accountability" means: how can a civil servant be accountable to the people, but not accountable to foreign spooks? My high-level frame is: privacy generally helps whoever is weaker. "Weaker" does not mean "moral": sometimes the weaker side is criminal. But in the 21st century, we are at serious risk of stronger factions using modern technologies to establish unbreakable lock-in to power. And so on average, reducing the gradient of power, giving the weak a fighting chance, is something that the world desperately needs.
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TokenZenRogue retweeted
This is the right way to "make Ethereum be the home for AI". Don't just do what everyone else would do anyway, just on rails with an octahedron logo instead of a square or circle or pentagon logo. Make something fundamentally better, using meaningful technological improvements in ZK privacy-preserving payments and reputation.
The internet made access identity-based. Every API call tied to your email, card, or wallet. AI will make it worse. Our proposal: Replace identity with stake. Deposit once. Make thousands of API calls. Stay unlinkable. Abuse gets slashed. New post with @VitalikButerin 👇
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TokenZenRogue retweeted
TheDAO is back. BULLISH A decade later, we’re opening a new chapter. TheDAO Security Fund: activating 75,000+ ETH to strengthen Ethereum security. thedao.fund/
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TokenZenRogue retweeted
It's remarkable, and depressing, to realize how few people are truly polycentric / classically liberal. Particularly amongst highly educated elites. They may mood affiliate but it doesn't take much for them to eventually demand some desire to prohibit/limit things that don't affect them, justified on the basis of some arbitrary higher principle or some double standard. As soon as the tables turn and they're in power, they will display the same caveman behaviours as those they claimed to be in the wrong. Identity politics is evil until it's your identity that wins. Political ideology based discrimination is evil until yours has power. Free speech is good until it's exercised by the outgroup. Academic fraud is bad unless it's convenient and kinda pushing for the thing I like. Trade is good unless people trade stuff I don't like. Illiberals are also much louder: the person who thinks "I find this distasteful but it's not my business to prohibit" doesn't write op-eds, doesn't build movements, doesn't get amplified. Principled tolerance is quiet by nature, and I wonder what wound have to change for institutional and social rewards for principled consistency and freedom maximising norms to be stronger. It's also funny how to some people, democracy just means majoritarian decision making. They point to a large group wanting to do something and that's sufficient to mean 'democratic'. Absurd and horrible system if some sort of collective can crush any diversity, dissent, and difference just because they happen to be numerous. The tyranny of the majority should still terrify you, and your political principles should not flip as soon as it's convenient.
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TokenZenRogue retweeted
As an advisor to the @ethereumfndn To our community in Iran, our eyes and thoughts are with you and the entire Iranian population. We see you bravely fighting tyranny and being brutally silenced, all your rights scraped, and communications cut Many of you travelled from Iran to attend @EFDevcon @EFDevconnect and @ETHGlobal. You volunteer, hack, cocreate our gatherings, tools and work on a free, decentralised, censorship resistant future alongside us We call for your safety from violence and oppression. For a world where no one can be cut from internet and information. Together with you, we stand for lasting freedom.
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TokenZenRogue retweeted
I agree with maybe 60% of this, but one bit that is particularly important to highlight is the explicit separation between what the poster calls "the open web" (really, the corposlop web), and "the sovereign web". xitter.cf/tom777kruise/status/20… This is a distinction I did not realize until recently, and I must admit the bitcoin maximalists were far ahead: a big part of their resistance to ICOs, tokens other than bitcoin, arbitrary financial applications, etc was precisely about keeping bitcoin "sovereign" and not "corposlop". The big error that many of them made was trying to achieve this goal with either government crackdowns or user disempowerment (keeping bitcoin script limited, and rejecting many categories of applications entirely), but their fear was real. So what is corposlop? In essence, it is the combination of three things: * Corporate optimization power * An aura of respectableness of being a company with sleek polished branding * Behavior that the exact opposite of respectable, because that's what's needed to maximize profit Corposlop includes things like: * Social media that maximizes dopamine, outrage, other methods of short-term engagement, at the expense of long-term value and fulfillment * Needless mass data collection from users, often followed by managing it carelessly or even casually selling it to third parties * Walled gardens charging monopolistic high fees and actively preventing people from even linking to other platforms * Hollywood releasing the 7th sequel to some tired franchise, because that's the most risk-averse thing to do * Every corporation that rallied around slogans of diversity and equity and the need to overturn society to fight racism in 2020, and then publicly mocked those causes for engagement in 2025 This is all digital corposlop; there are big and important analogues to this in the physical world too. Corposlop is soulless: trend-following homogeneity that is both evil and lame vitalik.eth.limo/general/202… These are things that appear to serve the user, but actually disempower the user. I have many qualms with Apple, but aside from their monopolistic practices, they actually have many non-corposlop traits. They serve users not by constantly asking "what do users want this quarter", but by having an opinionated long-term vision. They have a strong emphasis on privacy. They resist and create trends rather than following them. I just wish they could take the brave step of ending their monopolistic practices and switch to an open source first strategy. It may damage their market cap, but man must live for something higher than market caps. Zac from Aztec was also early to recognize the importance of this, with a post that is on the whole very pro-freedom, but at the same time does not shrink back from labeling what is essentially corposlop a primary enemy, even when it does not violate the libertarian non-aggression principle. xitter.cf/Zac_Aztec/status/19860… In 2000, the understanding of "sovereignty" largely focused on avoiding the iron fist of government. Today, "sovereignty" also means securing your digital privacy through cryptography, and securing your own mind from corporate mind warfare trying to extract your attention and your dollars. It also means doing things because you believe in them, and declaring independence from the homogenizing and soul-sucking concept of "the meta". These are the kinds of tools that we should build more of. Build tools like: * Privacy-preserving local-first applications that minimize dependence on and data leaks to third parties * Social media platforms and tools that let the user take control of what content they see. Appeal to people's long-term goals, not short-term impulses * Financial tools that help users grow their wealth, and do not encourage 50x leverage or sports betting or taking out a loan to pay for a burrito * AI tools that are maximally open and privacy and local-friendly, and that maximize productivity from merging the power of human and bot, rather than encouraging the user to sit back and let the bot do all the work, so they learn nothing * Applications, companies, and physical environments that take an opinionated view on the kind of world they want to see, and have an opinionated culture * DAOs that can support organizations and communities that steadfastly pursue a unique objective, and do not all get captured by the same groups. Privacy-preserving and non-tokenholder-driven voting can help here Be sovereign. Reject corposlop. Believe in somETHing.
2026-30 predictions -globalism is dead. resilience is the new god. countries and individuals are racing for sovereign compute and mineral sovereignty. if you can't produce your own energy, food, and intelligence locally, you're a vassal -the winner in robotics is the company whose humanoids can navigate a messy, 70s built warehouse. general purpose labor becomes a purchasable SKU, starting in logistics and moving toward elderly care -the west stops moralizing about mining and starts treating lithium, cobalt, and copper with the same ruthless blood for oil energy of the 20th century -the line between peace and war permanently dissolves. conflict shifts to gray zone operations. constant cyber attrition, undersea cable "accidents" and satellite interference. no more grand declarations, just a baseline of chaos -the internet officially splinters. you now have the "open web" (chaotic, bot heavy, western), the "fortress web" (highly censored, eastern), and the "sovereign web" (encrypted, boutique, and high trust) -neuralink and its competitors move from clinical trials to high performance enhancement for the wealthy. the augmented vs natural cognitive divide begins to show its first cracks in the social fabric -control over freshwater sources becomes the primary driver of regional skirmishes, replacing traditional border disputes -corporations with bigger balance sheets than countries (the big 5) begin negotiating directly with governments for territorial autonomy to host their own data centers and energy grids -the alliance between the New Tech Right and traditional populism fractures. SV realizes that nationalism is bad for the global talent flow they need for AGI. they pivot toward techno statehood and local city states. -being unreachable is the new wealth. the always-on worker is seen as a low level cog -content with errors, rough edges, and physical presence becomes 10x more valuable than polished, AI generated perfection -the Ivy League degree finally loses its power for good. Proof of Work becomes the only resume that matters -high performers begin taking analog sabbats. deleting all apps for a month to reset dopamine receptors. a requirement for mental elite status -after a year of AI-slop, the low-fi aesthetic wins. grainy film, handwritten notes, and physical gatherings become the only signs of authenticity -micro schools and high level apprenticeship guilds replace the bloated university model. learning becomes a high stakes, boutique experience -physical neighborhoods begin self organizing around shared values (techno-optimism, homeschooling, fitness, etc) rather than just proximity -infinite scroll is viewed with the same social stigma as indoor smoking -massive cultural pivot back to the importance of circadian rhythms, mineral balance, and real world movement as the bio-hacks that actually work -AI is no longer a tech trend. it’s a national utility like electricity. small, high IQ nations pull ahead by building proprietary national models, while large bureaucracies choke on regulation -high production value is now synonymous with fake or corporate. the most viral content is raw, unedited, and intentionally flawed. if it looks like it could have been made by an AI, it’s ignored
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TokenZenRogue retweeted
> There is no law of physics that prevents combining extreme scale with decentralization based Also glad to see anonymity of validators mentioned. Very underrated and important
Increasing bandwidth is safer than reducing latency With PeerDAS and ZKPs, we know how to scale, and potentially we can scale thousands of times compared to the status quo. The numbers become far more favorable than before (eg. see analysis here, pre and post-sharding vitalik.eth.limo/general/202… ). There is no law of physics that prevents combining extreme scale with decentralization. Reducing latency is not like this. We are fundamentally constrained by speed of light, and on top of that we are also constrained by: * Need to support nodes (especially attesters) in rural environments, worldwide, and in home or commercial environments outside of data centers. * Need to support censorship-resistance and anonymity for nodes (especially proposers and attesters). * The fact that running a node in a non-super-concentrated location must be not only possible, but also economically viable. If staking outside NYC drops your revenues by 10%, over time more and more people will stake in NYC. Ethereum itself must pass the walkaway test, and so we cannot build a blockchain that depends on constant social re-juggling to ensure decentralization. Economics cannot handle the entire load, but it must handle most. Now, we can decrease latency quite a bit from the present-day situation without making tradeoffs. In particular: * P2P improvements (esp erasure coding) can decrease message propagation times without requiring individual nodes to have lower bandwidth * An available chain with a smaller node count per slot (eg. 512 instead of 30,000) can remove the need for an aggregation step, allowing the entire hot path to happen in one subnet This plausibly buys us 3-6x. Hence, I think moderate latency decreases, to a 2-4s level, are very much in the realm of possibility. But Ethereum is NOT the world video game server, it is the world heartbeat. If you need to build applications that are faster than the heartbeat, they will need to have offchain components. This is a big part of why L2s will continue to have a role even in a greatly scaled Ethereum (there are other reasons too, around VM customization, and around applications that need _even more scale_). Ultimately, AI will necessitate applications that go faster than the heartbeat no matter what we do. If an AI can think 1000x faster than humans, then to the AI, the "subjective speed of light" is only 300 km/s. Hence, it can talk near-instantly within the scope of a city, but not further. As a result, there will inevitably be AI-focused applications that will need "city chains", potentially even chains localized to a single building. These will have to be L2s. And on the flipside, it would be too much of a cost to make it viable to run a staking node on Mars. Even Bitcoin does not strive for this. Ultimately, Ethereum belongs to Terra, and its L2s will serve both hyper-localized needs in its cities, and hyper-scaled needs planet-wide, and users on other worlds. Milady.
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deep funding markets showing relative importance of 98 OSS repos is live! currently, foundry & go-ethereum comprising 10%. We'll be using this price feed to allocate $350,000 in @gitcoin GG24! see weights that feel off? that's your chance to make money trading someone trying to artificially increase their repos weight? their attempt to game the system is your profit margin if you are a trader or work on AI models, heres how you can participate 1. connect your wallet to the site in QT 2. Click on "create trade wallet" and ensure it has sUSDS on OP Mainnet 3. Create a model to output weights b/w the 98 repos. Submit a CSV by clicking on "upload predictions" and see how your answers are differing from the current price feed 4. if you're confident in your model, click on "start trading" this will show you how many repos are over or undervalued according to your predictions. Pull the trigger by pressing "execute strategy" 5. and you're done! once markets resolve, you earn profit or loss depending on closeness of your predictions to human collected data BONUS: we also have a market live to determine funding a repo should pass on to their dependencies an originality score of 100 means a repo is self-sufficient, 0 is a complete passthrough to dependencies you can buy up or down shares based on your models prediction of its originality Exciting to finally have deep funding markets live for allocating public goods funding! Get in touch for help in model building or troubleshooting Good luck predictooors
Replying to @seer_pm @gitcoin
⁸Markets are live at deep.seer.pm Want to participate? Come say hi in our telegram: t.me/AgentAllocators to get all the info. All of this possible thanks to a grant from @ethereumfndn.
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Help Needed: Volunteers for evaluating the contribution of open source repos to Ethereum Your task - Research 10 repos - Make comparisons between 2 repos at a time & provide good reasoning - These comparisons then select winning AI models that distribute funding to repos Here’s a step by step guide for providing evaluations on the app; 1. Sybil Check Authenticate with your ENS name to access the app, as a loose check on spam voters. We can also issue you a subdomain from deep-funding! 2. Repo Selection Choose the top 3 repos. Get assigned another 7 at random. You can also eliminate repos you don’t want in your comparison set. 3. Make Comparisons Click on the repo you think is more impactful and then enter the multiplier. You can also review the AI suggested judgment if helpful 4. Gauge Originality For 3 of the 10 repos, give a score showing how much they depend on their dependencies. These are used to determine funding staying with repos vs the share passed down to dependencies 5. You're done! These judgments will be vetted by a meta juror committee to discard bad reasoning The accepted comparisons & scores will help resolve deep funding markets for public goods Finally, we can move away from quadratic funding's wisdom of the crowds ('becoz the crowds are retarded', to quote osho) towards an algorithmic approach leveraging expert insight But for that, we need the time of experts and ethereum developers! Link to the voting app in Allans QT, also get in touch for more
Ethereum Developers! We need your help get funds to ETH's open source software. @VitalikButerin designed Deep Funding to scale human judgment - but to make it work, we need you. 🧵 👇 with links
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TokenZenRogue retweeted
Does your wallet actually work using your own node, anon?
Wallets let you use your own Ethereum node for interacting with mainnet. This is great! This way, you no longer rely on the wallet's default (centralized) service. It's essential for the walkaway test. But... do wallets 𝘢𝘤𝘵𝘶𝘢𝘭𝘭𝘺 𝘸𝘰𝘳𝘬 in this mode? Let's find out. 👇
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TokenZenRogue retweeted
Right, who wants to talk about Fast Finality on Ethereum? We're figuring out where the theoretical meets the practical: if finality matters to you, let's talk! 🏗️ Infrastructure: L2s, Bridges, Interop protocols 🏦 Liquidity: Exchanges, Staking pools, Apps 💻 Protocol: Client devs & researchers ❓ Others... The Hard Questions: - How fast is fast enough to make a difference? Is it quantifiable? - Which trade-offs are ok? Economic safety <33%? Higher finalisation threshold? Lower fork-choice participation per slot? Slot length? Validator set cap? - Where does FF sit among all our other priorities? DM to set up a call - tell me who you are and why you care. (Note: This is distinct from the fast confirmation rule - talk to @corcoranwill for that.)
I left paid work almost a year ago saying that only something spectacular would drag me out of retirement. Well, it happened - I am now with @ethereumfndn helping to shepherd fast finality to Mainnet. It's going to be quite the journey, but I am very excited! 🚀
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TokenZenRogue retweeted
If you have WETH on Aave V3 Core, withdraw now, ask questions later.
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TokenZenRogue retweeted
Very sad to see the recent Drift and KelpDAO security incidents. These were hard blows for DeFi. In the last 2 days alone, DeFi TVL shrank by almost $15 billion. But it makes me relate even more to what @santiagoroel has been preaching over the last few weeks: The risk reward ratio of DeFi simply isn't attractive enough anymore. Don't get me wrong, I am a big DeFi fan and a strong advocate for the entire financial industry moving onchain. But what you get right now from DeFi are unexciting yields for an insane risk profile. And the cherry on top is just horrible UX. Not much can be done on the yield side in my opinion. UX is already being worked on. But personally, I think where we are lacking the most is making the risk profile more attractive. DeFi was actually supposed to eliminate the risk of a middleman and make finance more secure by letting you take control of your own assets. But it feels like we've achieved the exact opposite. The main reason for this, in my opinion, is that we have always massively neglected security in this industry. Most people ignore it and everything is fine, just until it's too late and the damage is done. We've seen this countless times already. At the same time, security is probably one of the most underfunded and least exciting verticals to work in. And there is massive discouragement for teams like the @ethereumfndn itself, who choose the slow but secure path instead of quick iterations with the corresponding tradeoffs. I noticed it myself recently when I was thinking about putting aside some of my fiat savings to put them to work. I chose TradFi bonds over DeFi yields. For those exact reasons. If I as a crypto native already think this way, how can we expect conservative investors and retail to bring their assets onchain? We need more support, funding and in general incentives for security again, so more top tier talent starts working on these problems and we can build a reliable foundation to truly bring the financial world onchain. As long as this doesn't change, the majority of people will always choose banks instead. We need to do better.
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TokenZenRogue retweeted
Aave is my life's work and we're working nonstop to find the best possible outcome for users. I’m personally contributing 5000 ETH to DeFi United as we continue working together with partners on formalizing more commitments. I’m working to see this resolved and market conditions normalized as soon as possible. DeFi United.
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TokenZenRogue retweeted
pravijn ⚫️
@pravijnMay 6
support art, support ethereum, support ripe easy no-brainer
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TokenZenRogue retweeted
近期“嘴撸”产品被封,引发大家对去中心化社交的思考。 @VitalikButerin、@suji_yan、@colinwu 将在今天(1 月 23 日)下午 3 点的推特 space 与中文社区交流。 为什么去中心化社交产品很重要? 为什么一直没有产生 PMF 成功的产品? 未来破局的地方在哪里? 我们将留出社区提问时间,欢迎大家与各种嘉宾交流。 xitter.cf/i/spaces/1yoKMPWzVyRxQ…
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TokenZenRogue retweeted
Thank you @tkstanczak 🙏 And welcome Bastian 🔥 Bastian is the single most thoughtful and wise person I have ever worked with While at the EF, Bastian was my number one source of counsel on every tough decision I made during that era, and I still regularly seek his perspective on my complex new work at @Etherealize_io The EF is in good hands
I am stepping down from my co-ED role at the EF at the end of February 2026. Bastian Aue is taking over the co-ED role alongside Hsiao-Wei. The future is bright for builders, for Ethereum, for the EF, and for me. I wrote a longer blog post (link below). I will answer all of your questions here, at ETHDenver, and during podcasts and AMAs that will be there over the next few days. blog.ethereum.org/2026/02/13…
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TokenZenRogue retweeted
My biggest takeaways from @rabois: 1. The team you build is the company you build. Founders get distracted by markets, customers, and technology. If you have the right people, those problems get easier. If you have the wrong people, none of those things save you. 2. Build your company on undiscovered talent. The only way to scale an organization against incumbents with infinite budgets is to find talent that large companies’ hiring machines will misprocess. In practice, this often means skewing younger—not because young people are inherently better but because they have fewer data points, which means typical evaluation systems can’t categorize them accurately. This is where the alpha often is. 3. Hire more “barrels,” not “ammunition.” A “barrel” is someone who can take an idea from zero to outcome without hand-holding. Most companies have only a handful of these people. Hiring more people without expanding the number of barrels doesn’t increase output; it increases coordination tax and creates drag. The ratio of barrels to ammunition is what determines the number of important things a company can pursue simultaneously. 4. CMOs are becoming the #1 consumer of AI tokens. At a few of Keith’s top portfolio companies, the heaviest user of AI is the chief marketing officer. These CMOs are running analytics, shipping campaigns, and generating insights that previously required entire teams of deputies. 5. The three signs a company will win: operating tempo, internal talent development, and “the relentless application of force” from the top. Keith identifies a consistent pattern across his best portfolio companies. First, operating tempo: Ramp shipped physical cards in three months when the industry standard was 9 to 12. Second, talent development through internal promotion rather than senior external hires; the CMO at one of his top companies was the previous chief of staff. Third, the CEO’s willingness to push harder as things improve, not less. Mike Moritz told a friend of Keith’s that the most common trait of the best CEOs is “the relentless application of force.” Complacency is the natural by-product of success, and the CEO’s job is to offset it. 6. For consumer products, talking to customers is not just unhelpful; it’s actively harmful. Keith refuses to let companies he advises conduct consumer research. His argument: Consumer decisions are subconscious. Ask any Porsche owner why they bought the car, and 99% will cite every reason except the real one. Once misleading customer feedback enters the organization, it locks into people’s brains and distorts every subsequent decision. 7. Keith believes the PM role may not survive the AI era. Taking customer inputs, building a sequential year-long roadmap, and coordinating between teams are structurally incoherent when AI capabilities change weekly. The skill that matters now across all three roles—PM, designer, engineer—is business acumen: understanding the company’s equation and knowing what to build next. 8. Great hiring comes from great referencing. Run at least 20 references, and keep going until you hit negative feedback. Ask specific, forward-looking questions (e.g. “Would you start a company with them?”). If every reference is positive, you haven’t gone deep enough. 9. Use a 30-day feedback loop to sharpen your hiring instinct. Thirty days after every hire, ask: would I hire this person again? This is as predictive as waiting years, and dramatically faster for improving your judgment. Make this a habit, and your hiring quality will compound. 10. Criticize in public, not private—it optimizes for the system. Keith endorses a management practice that most people find confrontational: delivering negative feedback in front of the team, not behind closed doors. Private criticism optimizes for the individual, but the rest of the company doesn’t know the issue is being addressed, which breeds anxiety and suspicion. Public criticism lets colleagues see that leadership is aware, creates opportunities for others to volunteer help, and turns feedback into a team-building exercise. Full conversation: youtube.com/watch?v=xCd9ykre…
"High performance machines don't have psychological safety. They're about winning." Keith Rabois (@rabois) was COO of Square, part of the PayPal Mafia, an early investor in Stripe, Palantir, Airbnb, DoorDash, and Ramp, and a 2x founder. He's spent 25 years obsessing over how to build world-class teams. In our in-depth conversation, we discuss: 🔸 How to identify undiscovered talent 🔸 Keith's barrels vs. ammunition hiring framework 🔸 The three traits of the best-performing companies right now 🔸 Why talking to customers is actively harmful for consumer products 🔸 Why the PM role is dying 🔸 The specific interview question he asks every senior candidate 🔸 Why CMOs (not engineers) are becoming the #1 consumer of AI tokens Watch now 👇 youtu.be/xCd9ykretlg
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