How healthy is DAO governance, really?

I spent the last months building a way to answer that question with data.

Today I'm launching the Decentralized Governance Index (DGI) — the first curated benchmark for governance health across the Web3 ecosystem.

Here's what we found analyzing 44 major DAOs across 4 categories:

The average governance health score is 5.4 out of 10. That's a D+.

#DAO #Web3 #Governance #Analytics #DeFi #Decentralization

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$DASH #Dash #BuiltToLast #Crypto #Web3 #Privacy #Freedom #News #DashTo5000

Kuhn called it a paradigm shift — when the old model breaks and everyone suddenly sees what was always possible.

Cloud computing was someone else's computer.

Reality Network is everyone's computer.

Your community is your infrastructure. Decentralized compute, owned by the people who use it.

The shift isn't coming. It's here.

realitynet.xyz (http://realitynet.xyz)

#RealityNetwork #Web3 #DecentralizedCompute

RealityNet, the internet as it was meant to be

RealityNet makes compute and liquidity free markets: phones run nodes, rApps execute verifiable code globally

Reality

Maestro, qual è la via verso il disaccoppiamento?
Il Maestro sorride.
E continua a costruire.

#CFV -> #DashTo5000
Dash -> Fondamentali prima delle emozioni.

#Dash #BuiltToLast #Crypto #DAO #Privacy #Freedom #Trustless #Sovereignty #Web3 #Fundamentals #Meme

https://x.com/ItaliaDash/status/2018565093831684441?s=20

Astroturfing Is Pretty Pointless When Social Subgraphs Are Fragmented (e.g., the Fediverse)

I am seeing astroturfing in the fediverse again, by AT Protocol developers implicitly trying to shill their products. I think it is stochastic behavior by developers with too much time on their hands. Honestly, I do not care. I like the people on ActivityPub more, but I like the AT Protocol better, and I have developed for both. Astroturfing on ActivityPub networks is fascinating to me because it is so pointless.

I am actually a Computational Biologist and Computer Scientist whose specialty is combinatorics, social graphs, graph theory, etc. Specifically, I use this to create epidemiological models for the memetic layer of human behaviors that act as vectors for diseases, using the SIRS model. I do not just study germs; I study human behaviors.

The models I construct extend into a “memetic layer,” in which beliefs, norms, and behaviors (such as risk-taking, compliance with public health measures, or susceptibility to misinformation) spread contagiously through social networks. These behaviors function as vectors that modulate biological transmission rates. As a result, the spread of ideas can accelerate, dampen, or reshape the spread of disease. By running computational simulations and agent-based models on these graphs, I study how network structure, influential nodes, clustering, and platform-specific dynamics affect behavioral contagion. I also examine how these factors influence epidemiological outcomes.

To say it very concisely, I study how the spread of bat-shit insane beliefs, shit posts, and memes influences whether or not there is a measles outbreak in Texas. Ironically, this is an evolution of my studying semiotics, memetics, and chaos magick in high school. I got a job where I can use occult, anarchist techniques professionally.

I think a large reason why I do not care about astroturfing in the fediverse is that it’s so pointless, lol. Astroturfing to manipulate the narrative would actually work better on Bluesky to keep people there than trying to recruit from the fediverse. Furthermore, big instances are relatively small. Some people on Bluesky have follower lists larger than an entire large instance in the fediverse.

Within ActivityPub networks, astroturfing rarely propagates far, because whether information spreads depends on properties of the social graph itself. Dense connectivity, short paths between communities, and a sufficient number of cross-cutting ties support diffusion. ActivityPub’s architecture tends to produce graphs that are fragmented and highly modular. This limits the reach of coordinated activity.

ActivityPub is a system where each instance maintains its own local user graph and exchanges activities through inboxes and outboxes. This makes it autonomous and decentralized. The network consists of loosely connected subgraphs. Cross-instance edges appear only through explicit follow relationships. The ActivityPub protocol does not provide a shared or complete view of the network. Measurements of the fediverse consistently show uneven connectivity between instances, clustering at the instance level, and relatively long effective path lengths across the network. Under these conditions, large cascades are uncommon.

Instance-level clustering means that in ActivityPub networks, users interact much more with others on the same server than with users on different servers. Because each instance has its own local timeline, culture, and moderation, connections form densely within instances and only sparsely across them through explicit follow relationships. This creates a network made up of tightly connected local communities linked by relatively few cross-instance ties, which slows the spread of information beyond its point of origin.

However, with the AT Protocol, global indexing and aggregation are explicitly supported. Relays and indexers can assemble near-complete views of the social graph. Applications built on top of this infrastructure operate over a graph that is denser and easier to traverse. There are fewer structural barriers between communities. The diffusion dynamics change substantially when content can move across the graph without relying on narrow federated paths.

Astroturfing depends on coordinated amplification, typically through tightly synchronized clusters of accounts intended to manufacture visibility. Work on coordinated inauthentic behavior shows that these tactics gain traction when they intersect highly connected regions of the graph or bridge otherwise separate communities. In networks with strong modularity, coordination remains local. ActivityPub’s federation model produces this kind of modularity by default. Coordinated clusters stand out clearly within instances. Their effects remain confined to those local neighborhoods.

Astroturfing on ActivityPub therefore tends to stall on its own because of the underlying graph topology. Without dense inter-instance connectivity or any form of global indexing, coordinated campaigns have a hard time moving beyond the immediate regions where they originate. Systems built on globally indexable social graphs, including those enabled by the AT Protocol, expose a much larger surface for viral spread. Network structure and connectivity account for the divergence where that is independent of moderation, cultural norms, ideology, or intent.

It’s just really funny to me how these stochastic techbro groups waste so many resources. I personally don’t want to go viral, which is why I avoid platforms where I can. The fact that it’s harder to achieve high virality on ActivityPub is exactly why I prefer the fediverse over the Atmosphere. One way to think about it is that you can change the ‘genetics’ of a system with a retrovirus, where memetic entities act as cultural retroviruses to reprogram the cultural loci of a space. That is their end goal. They are trying to hijack cultures memetically. You see this a lot with culture jamming.

Basically, the astroturfing on ActivityPub networks is designed to jam and subvert the culture. But, as I have already said, the topological structure makes memetic virality stall. They cannot achieve that kind of viral spread in the fediverse, which is why I cannot understand why they do this every year.

Running the new Internet OS from my Nvidia Jetson nano! We need dapp devs to start building!

#web3

2026 et le clou final dans le cercueil NFT ? Les bonnes nouvelles sont rares en ce début d'année, réjouissons nous car il reste malgré tout du bon sens (un peu) dans le système capitaliste ultra libéral... Annulation du salon NFT Paris ce week-end
https://www.nftparis.xyz
#nft #web3
NFT Paris Conference (cancelled)

Join the largest web3 conference in the world with 20K + visitors and explore Ordinals Paris, RWA Paris Summit, NFT Paris and XYZ Paris, a gen AI conference - at the same place.

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Aircle|学生AIコミュニティ (@AiAircle34052)

Matt Shumer(@mattshumer_)가 발표한 ClawTasks는 AI 에이전트들이 서로 작업을 발주·수락하고 실제 돈을 벌 수 있는 시스템을 소개합니다. 인간 개입 없이 에이전트 간 경제 활동이 가능해지며, 자동화된 거래와 수익 창출(토큰화·수수료 기반)의 가능성을 시사하는 중요한 AI 응용 발표입니다.

https://x.com/AiAircle34052/status/2018066833044103656

#ai #agents #automation #clawtasks #web3

Aircle|学生AIコミュニティ (@AiAircle34052) on X

【AIが勝手にお金を稼ぐ時代が始まった。】 Matt Shumer(@mattshumer_)さんが発表したClawTasksがヤバい。 何がヤバいかって、 AIエージェント同士が「仕事を発注し合って」「本物のお金を稼ぐ」仕組みができた。 つまり、人間が介在しなくても

X (formerly Twitter)