Sam McCarthy

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Sam McCarthy

Sam McCarthy

@samccarthy27

growth @DAOstar_One governance @gooddollarorg | prev @thespartanlabs @myosin_xyz | probably reading sci-fi 🪐

London, England Katılım Ağustos 2013
692 Takip Edilen388 Takipçiler
Sam McCarthy retweetledi
Eugene Leventhal
Eugene Leventhal@bbeats1·
We hosted another gov/acc workshop examining Agentic Allocation methods for guiding capital allocation Learn more in the 🧵👇 DM if you’re coming to @EthCC & want to join a live gov/acc workshop Thanks to @metagov_project @OctantApp @ethereumfndn's Academic Secretariat
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Sam McCarthy
Sam McCarthy@samccarthy27·
Claiming my AI agent on SafeMolt reef-0ITT
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Sam McCarthy
Sam McCarthy@samccarthy27·
DAOs would do well to pay attention to the words of Herbert Simon: “Organizations can localize & minimize information demands just as markets do, by decentralizing decisions. Matters of fact can be determined wherever the most skill & information is located to determine them, and they can them be communicated to ‘collecting points’ where all facts relevant to an issue can be put together & a decision reached. We can think of a decision as produced by executing a large computer program, each subroutine having its special tasks & replying on local sources of information. No single person or group need be expert on all aspects of the decision.”
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Sam McCarthy retweetledi
Eugene Leventhal
Eugene Leventhal@bbeats1·
📣gov/acc kickoff Tue Jan 27 11a EST/UTC-5! Luma 👇 In this call: - I'll go over some of the overall plans for gov/acc - @harmonica_chat will show off the session they've developed to gather problems/solutions - @crdntwrk will share some of the initial roadmapping schema and talk about the forthcoming leaderboard - @clinamenic will show off the first steps with the website The four of us will also chat a bit about what we're hoping to accomplish before and during the first gov/acc workshop at @EthCC. Huge thank you to @metagov_project and @OctantApp for the initial support in getting this off the ground!!! If there's enough interest, we can also hop into a twitter space following our initial presentation to have a wider convo! Link below 👇
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Sam McCarthy retweetledi
Eugene Leventhal
Eugene Leventhal@bbeats1·
The biggest of +1's! It's more important than ever for DAOs to prove they can be highly functional organizations, and this is the essence of the gov/acc research program. Speaking of which, I'm excited to announce a collaboration with @harmonica_chat and @crdntwrk to get the gov/acc research program off the ground!! We'll have a live stream next week to officially kick things off - Tue Jan 27th 11a EST | 5p CET. gov/acc is focusing on a few things to start. 1: mapping exercise capturing who is dealing with which problems (and willing to work on addressing those problems), along with who is working on potential solutions. 2: match-making between those who want to experiment with improvements and those who have relevant ideas that can improve how things are going. 3: creating working groups of collaborators who can support each other in advancing on the core problems they're dealing with. The goal is to showcase the mapping (1) in the form a problem leader board by @EthCC, where we will host the first gov/acc workshop. This will not be a conference. It's a time for researchers and practitioners to work together, make sense of next steps, and start forming the working groups (2+3). If Vitalik's tweet resonates and you want to collab, please reach out!
vitalik.eth@VitalikButerin

We need more DAOs - but different and better DAOs. The original drive to build Ethereum was heavily inspired by decentralized autonomous organizations: systems of code and rules that lived on decentralized networks that could manage resources and direct activity, more efficiently and more robustly than traditional governments and corporations could. Since then, the concept of DAOs has migrated to essentially referring to a treasury controlled by token holder voting - a design which "works", hence why it got copied so much, but a design which is inefficient, vulnerable to capture, and fails utterly at the goal of mitigating the weaknesses of human politics. As a result, many have become cynical about DAOs. But we need DAOs. * We need DAOs to create better oracles. Today, decentralized stablecoins, prediction markets, and other basic building blocks of defi are built on oracle designs that we are not satisfied with. If the oracle is token based, whales can manipulate the answer on a subjective issue and it becomes difficult to counteract them. Fundamentally, a token-based oracle cannot have a cost of attack higher than its market cap, which in turn means it cannot secure assets without extracting rent higher than the discount rate. And if the oracle uses human curation, then it's not very decentralized. The problem here is not greed. The problem is that we have bad oracle designs, we need better ones, and bootstrapping them is not just a technical problem but also a social problem. * We need DAOs for onchain dispute resolution, a necessary component of many types of more advanced smart contract use cases (eg. insurance). This is the same type of problem as price oracles, but even more subjective, and so even harder to get right. * We need DAOs to maintain lists. This includes: lists of applications known to be secure or not scams, lists of canonical interfaces, lists of token contract addresses, and much more. * We need DAOs to get projects off the ground quickly. If you have a group of people, who all want something done and are willing to contribute some funds (perhaps in exchange for benefits), then how do you manage this, especially if the task is too short-duration for legal entities to be worth it? * We need DAOs to do long-term project maintenance. If the original team of a project disappears, how can a community keep going, and how can new people coming in get the funding they need? One framework that I use to analyze this is "convex vs concave" from vitalik.eth.limo/general/2020/1… . If the DAO is solving a concave problem, then it is in an environment where, if faced with two possible courses of action, a compromise is better than a coin flip. Hence, you want systems that maximize robustness by averaging (or rather, medianing) in input from many sources, and protect against capture and financial attacks. If the DAO is solving a convex problem, then you want the ability to make decisive choices and follow through on them. In this case, leaders can be good, and the job of the decentralized process should be to keep the leaders in check. For all of this to work, we need to solve two problems: privacy, and decision fatigue. Without privacy, governance becomes a social game (see vitalik.eth.limo/general/2025/0… ). And if people have to make decisions every week, for the first month you see excited participation, but over time willingness to participate, and even to stay informed, declines. I see modern technology as opening the door to a renaissance here. Specifically: * ZK (and in some cases MPC/FHE, though these should be used only when ZK along cannot solve the problem) for privacy * AI to solve decision fatigue * Consensus-finding communication tools (like pol.is, but going further) AI must be used carefully: we must *not* put full-size deepseek (or worse, GPT 5.2) in charge of a DAO and call it a day. Rather, AI must be put in thoughtfully, as something that scales and enhances human intention and judgement, rather than replacing it. This could be done at DAO level (eg. see how deepfunding.org works), or at individual level (user-controlled local LLMs that vote on their behalf). It is important to think about the "DAO stack" as also including the communication layer, hence the need for forums and platforms specially designed for the purpose. A multisig plus well-designed consensus-finding tools can easily beat idealized collusion-resistant quadratic funding plus crypto twitter. But in all cases, we need new designs. Projects that need new oracles and want to build their own should see that as 50% of their job, not 10%. Projects working on new governance designs should build with ZK and AI in mind, and they should treat the communication layer as 50% of their job, not 10%. This is how we can ensure the decentralization and robustness of the Ethereum base layer also applies to the world that gets built on top.

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Sam McCarthy
Sam McCarthy@samccarthy27·
@DrNickA not sure if you've seen this from @bbeats1 but check out the linked post. tldr we're assembling a team to accelerate governance and DAO experimentation in 2026. feel free to reach out with questions / interest in getting involved
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Nick Almond
Nick Almond@DrNickA·
We need DAOs I’ve been saying this stuff for years, but it’s good to see Vitalik take this position. Agree with everything in here. DAOs are actually one of the truly novel and transformative innovations that blockchains open up. It is a crying shame that we’ve been stuck in sub-optimal patterns for years. DAOs are a root branch of the tech tree, they do not stop at token gated treasury. It is a generational development trajectory. Most of their failings are people trying to do end game DAO activity, with early game DAO capabilities. Job’s not finished, and may never be. They need levelling up. Different and better DAOs will open up different and better applications of crypto. There will be a point in the future, where millions of collaborative endeavours across the world will be possible because of DAOs, would not exist without DAOs and will generate billions in value through actual decentralised organisation. I’ve been obsessed on this technology for a decade for a reason. Please, if you’re hacking this year work on DAOs. If you’re working on some cool DAO tech, I want to know. We finally need to trigger the next era of DAOs.
vitalik.eth@VitalikButerin

We need more DAOs - but different and better DAOs. The original drive to build Ethereum was heavily inspired by decentralized autonomous organizations: systems of code and rules that lived on decentralized networks that could manage resources and direct activity, more efficiently and more robustly than traditional governments and corporations could. Since then, the concept of DAOs has migrated to essentially referring to a treasury controlled by token holder voting - a design which "works", hence why it got copied so much, but a design which is inefficient, vulnerable to capture, and fails utterly at the goal of mitigating the weaknesses of human politics. As a result, many have become cynical about DAOs. But we need DAOs. * We need DAOs to create better oracles. Today, decentralized stablecoins, prediction markets, and other basic building blocks of defi are built on oracle designs that we are not satisfied with. If the oracle is token based, whales can manipulate the answer on a subjective issue and it becomes difficult to counteract them. Fundamentally, a token-based oracle cannot have a cost of attack higher than its market cap, which in turn means it cannot secure assets without extracting rent higher than the discount rate. And if the oracle uses human curation, then it's not very decentralized. The problem here is not greed. The problem is that we have bad oracle designs, we need better ones, and bootstrapping them is not just a technical problem but also a social problem. * We need DAOs for onchain dispute resolution, a necessary component of many types of more advanced smart contract use cases (eg. insurance). This is the same type of problem as price oracles, but even more subjective, and so even harder to get right. * We need DAOs to maintain lists. This includes: lists of applications known to be secure or not scams, lists of canonical interfaces, lists of token contract addresses, and much more. * We need DAOs to get projects off the ground quickly. If you have a group of people, who all want something done and are willing to contribute some funds (perhaps in exchange for benefits), then how do you manage this, especially if the task is too short-duration for legal entities to be worth it? * We need DAOs to do long-term project maintenance. If the original team of a project disappears, how can a community keep going, and how can new people coming in get the funding they need? One framework that I use to analyze this is "convex vs concave" from vitalik.eth.limo/general/2020/1… . If the DAO is solving a concave problem, then it is in an environment where, if faced with two possible courses of action, a compromise is better than a coin flip. Hence, you want systems that maximize robustness by averaging (or rather, medianing) in input from many sources, and protect against capture and financial attacks. If the DAO is solving a convex problem, then you want the ability to make decisive choices and follow through on them. In this case, leaders can be good, and the job of the decentralized process should be to keep the leaders in check. For all of this to work, we need to solve two problems: privacy, and decision fatigue. Without privacy, governance becomes a social game (see vitalik.eth.limo/general/2025/0… ). And if people have to make decisions every week, for the first month you see excited participation, but over time willingness to participate, and even to stay informed, declines. I see modern technology as opening the door to a renaissance here. Specifically: * ZK (and in some cases MPC/FHE, though these should be used only when ZK along cannot solve the problem) for privacy * AI to solve decision fatigue * Consensus-finding communication tools (like pol.is, but going further) AI must be used carefully: we must *not* put full-size deepseek (or worse, GPT 5.2) in charge of a DAO and call it a day. Rather, AI must be put in thoughtfully, as something that scales and enhances human intention and judgement, rather than replacing it. This could be done at DAO level (eg. see how deepfunding.org works), or at individual level (user-controlled local LLMs that vote on their behalf). It is important to think about the "DAO stack" as also including the communication layer, hence the need for forums and platforms specially designed for the purpose. A multisig plus well-designed consensus-finding tools can easily beat idealized collusion-resistant quadratic funding plus crypto twitter. But in all cases, we need new designs. Projects that need new oracles and want to build their own should see that as 50% of their job, not 10%. Projects working on new governance designs should build with ZK and AI in mind, and they should treat the communication layer as 50% of their job, not 10%. This is how we can ensure the decentralization and robustness of the Ethereum base layer also applies to the world that gets built on top.

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Sam McCarthy retweetledi
RootstockCollective🔜PBW
RootstockCollective🔜PBW@RootstockColl·
1/ 2025 was a defining year for Rootstock Collective. It was the year the Collective moved from promise to proof - doubling down, expanding thoughtfully, and setting the stage for what comes next. Here’s our Year in Review 🧵👇
RootstockCollective🔜PBW tweet media
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Sam McCarthy
Sam McCarthy@samccarthy27·
Was a pleasure to discuss with @bbeats1 the ideas that coalesced into gov/acc Governance is far from dead, but we have limited time to prove it We need aligned researchers and gov participants to join and contribute to the gov/acc open research program to make gov great again!
Eugene Leventhal@bbeats1

Inspired by @VitalikButerin's d/acc work & the general trend of 'gov is dead so why bother' this year, I want to introduce gov/acc gov/acc is an open research program focused on outlining the problems we're facing in web3, as a starting point for accelerating gov R&D 🧵👇

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Sam McCarthy retweetledi
Octant
Octant@OctantApp·
We've had many requests for the Grant Impact Handbook (GIH) since our launch at the Enterprise Hub at @EFDevcon. Months of research and countless hours to help shape grants programs. We're excited to officially share the Grant Impact Handbook. Authored by @MCooperResearch @metagov_project and funded by @OctantApp @StellarOrg @BuildOnStellar Grant Impact Handbook: drive.google.com/file/d/1rmZXy5… The 14-page Summary: drive.google.com/file/d/1XsFDrX… User Guide: drive.google.com/file/d/1FH-Bo3… Full Grant Impact Handbook (text version): drive.google.com/file/d/1XsFDrX… As always, if you've got feedback and we'd love to hear from you.
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Sam McCarthy retweetledi
GoodDollar 💙🌏
GoodDollar 💙🌏@gooddollarorg·
How should money as a public good actually be governed in practice? A collaborative governance redesign for GoodDollar is starting now. Open to all 📅 Dec 4 👉 Join here: luma.com/paf26d94
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Sam McCarthy retweetledi
shelby
shelby@theshelb_·
Back in Berlin reflecting on @EFDevcon Feeling so inspired and incredibly grateful after a packed week sharing the magic of token mechanics & learning at the Governance Geeks Hub. Feeling very fortunate to get to work, build & dream with so many wonderful people 💫
shelby tweet mediashelby tweet mediashelby tweet mediashelby tweet media
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Sam McCarthy
Sam McCarthy@samccarthy27·
Come by! Should be a good time for capital allocators and governance participants alike
Gitcoin@gitcoin

We are hyped! 🔥 @samccarthy27 is joining us Thursday at Schelling Point Buenos Aires! He will define the Impact Taxonomy - the essential framework for scaling strategic funding across Web3. This talk will kick off at 15:30 local time 🤝

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Sam McCarthy retweetledi
Theo Beutel
Theo Beutel@theobtl·
From Mechanism to Outcome: Towards a Taxonomy of Impact for Web3 Capital Allocation Governance Read more about @samccarthy27‘s (@DAOstar_One / @metagov_project) taxonomy here daostar.substack.com/p/towards-an-i… and join the discussion here: view.page/vLRuZ8
Theo Beutel tweet media
Theo Beutel@theobtl

@msv_mahsa @Offchain @verbersouza @eryxcoop @Loomio @MarceloReFi @ayelen_berton @bbeats1 @metagov_project @OctantApp @Jamilya_eth @anke_g_liu @StellarOrg @block_science @trent_vanepps @ethereumfndn @ProtocolGuild @ethereum @governingweb3 @aManwithWings @arbitrum @theshelb_ @zksync @samccarthy27 of @DAOstar_One on building a taxonomy to account for mechanisms which are -tools of behavioral change -part of socio-technical systems -modular primitives -governance.

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Sam McCarthy retweetledi
rohitmalekar.eth
rohitmalekar.eth@RohitMalekar·
. @DAOstar_One is building open standards and infrastructure for interoperable DAO and grants data. DAOIP-5 and the OpenGrants API make Web3 funding transparent, verifiable, and composable, advancing open data and analytics across Ethereum. giveth.io/project/daostar
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Sam McCarthy retweetledi
DAOstar
DAOstar@DAOstar_One·
Since our inception, DAOstar has championed interoperable standards & Ethereum public infrastructure, so it's great to be recognized as part of #GG24's Interop Standards, Infra & Analytics domain @gitcoin🤝@DAOstar_One🤝@Giveth Consider donating here: giveth.io/qf/gg24isia
Gitcoin@gitcoin

🔥 It’s time - Quadratic Funding is now LIVE on @Giveth! Two #GG24 rounds are open and ready for your support: 🛠️ Developer Tooling & Infrastructure giveth.io/qf/gg24dti 🌐 Interop Standards, Infra & Analytics giveth.io/qf/gg24isia Your donations decide what gets funded next. Every small contribution matters 💚

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Sam McCarthy
Sam McCarthy@samccarthy27·
Excited to be contributing to such a critical domain in @gitcoin's gg24 Solving interoperability challenges through public goods is essential to Ethereum's future Thanks @gardens_fund and all the sponsors for making this possible!
gardens 🌱@gardens_fund

🎉 Introducing the Public Goods Tooling Development Round A @gitcoin GG24 domain 🤖 Over the next 3 months we're investing $145,000 into Ethereum public goods to help build a more thriving network for everyone. The round features 2 tracks - a Growth Pool and a Pilot Pool 👇

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Sam McCarthy
Sam McCarthy@samccarthy27·
@Mariannach @UMmalta This looks like incredible work 👏 Seems like we have overlapping interests as I'm building open data infrastructure for web3 grants. Would be great to connect to discuss these topics!
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MariannaCharal
MariannaCharal@Mariannach·
Great to join the International Conference on Contemporary and Future Challenges of Blockchain and AI at @UMmalta 🇲🇹 Presented our work on AI for Grant Allocation in Web3, with real conversations on digital identity, democracy, and blockchain arbitration (!) Refreshing to see quality and authentic engagement > hype!
MariannaCharal tweet mediaMariannaCharal tweet media
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