







Complete Farcaster developer platform

OpenRank (Karma3) — Onchain Atlas
Karma3 Labs' decentralized reputation-compute protocol that ran EigenTrust over onchain and social graphs to power verifiable rankings, feeds, and sybil-resistant airdrops — technically validated but shut down in 2026 for lack of a business model.

Ranking Strategies on Farcaster | OpenRank
Profile reputation scoring to address trustworthiness in social networks

Embrace Open Source, For the Good of Nerdmanity | Fortune
More businesses are willing to use open source software for key projects.

Lab Notes #004: Semble Updates - Notifications, Provenance and Indie Integrations - Cosmik Labs
Spreading good attention karma with new Semble notifications and provenance, and some cool indie Semble integrations
The new Farcaster channel moderation system is exactly what we need
Farcaster recently embarked on the first step towards decentralized channels, and this move has caused a lot of consternation and confusion. Multiple...

Middleware for Feed Recommendation in Practice: How Feed Creators Build, Maintain, and Sustain Custom Feeds on Bluesky
Scholars have long proposed third-party middleware as an alternative to centralized algorithmic feeds: feeds built and distributed by independent feed creators. This vision saw no large-scale instantiation until Bluesky, a decentralized microblogging platform, introduced custom feeds in 2023. Although central to the middleware ecosystem, we know little about how feed creators understand their role, build feeds, and sustain them. Through interviews with n = 26 feed creators and third-party developers of feed-building tools, and analysis of n = 88,302 custom feeds, we identify two creator orientations---utility-providing and community-building. Additionally, creators struggle to maintain feeds that fully realize middleware ideals: they lack granular interaction data, receive little feedback, and lack technical expertise to act on either. Finally, creators sustain their feeds as unpaid hobbyists with little platform support and are divided on whether to monetize beyond covering costs. We conclude with design and policy implications for strengthening the middleware feed ecosystem.

MeritRank: Sybil Tolerant Reputation for Merit-based Tokenomics*
Decentralized reputation systems are emerging as promising mechanisms to enhance the effectiveness of token-based economies. Unlike traditional monetary incentives, these systems reward participants based on the actual value of their contributions to the network. However, the advantages and challenges associated with such systems remain largely unexplored. In this work, we investigate the inherent trade-offs in designing a decentralized reputation system that is simultaneously generalizable, trustless, and Sybil-resistant. Specifically, “generalizable” means that the system can assess various types of contributions across different contexts, “trustless” indicates that it functions without the need for a central authority to oversee reputations, and “Sybil-resistant” refers to its ability to withstand manipulations by fake identities, i.e., Sybil attacks.
100R — uxn
The Uxn/Varvara ecosystem is a personal computing stack based on a small virtual machine that lies at the heart of our software, and that allows us to run the same application on a variety of systems.

(PDF) HonestPeer: An Enhanced EigenTrust Algorithm for Reputation Management in P2P Systems
PDF | The visible success of the Peer to Peer (P2P) paradigm is associated with many challenges in finding trustworthy peers as reliable communication... | Find, read and cite all the research you need on ResearchGate

How to Make Money from Open Source Platforms - Linux.com
John Mark Walker is the Open Source Ecosystems Manager at Red Hat. I never thought I’d have to write this article in 2015. By now, I thought it would be self-evident how to derive revenue from open source software platforms. But alas, no. Despite the fact that the success of open source software is unparalleled and […]

Open Source Maintainers Owe You Nothing
This post is heavily inspired by my experience over the last ten years participating in the open source community and eight years as a maintainer of Homebrew (which I’ve maintained longer than anyone else at this point).

Open Source Maintainers Owe You Nothing
This post is heavily inspired by my experience over the last ten years participating in the open source community and eight years as a maintainer of Homebrew (which I’ve maintained longer than anyone else at this point).
GitCoin: Harnessing the Power of Blockchain for Open Source
Interview with Kevin Owocki, founder of Gitcoin, on how they harness the power of blockchain for open source - and open source developers can make money.
