···6161 - Each community can define what "vouching" means to them.
6262 - [Apply algorithms on top of the decentralized vouch graph](https://maxflow.one/how-it-works) to identify trustworthy participants. Tweak the parameters for your use case.
6363 - Communities can reuse and share vouch graph and even combine it with other data sources (e.g., contribution history, social media presence) to create a more robust customized reputation systems.
6464+- [Portable track records are more useful than a single global score](https://gui.do/post/ai-slop-reputation/). A context-free number like "reputation score: 742" tells you nothing; what should travel is "what you did, where, when, and how the community received it", with each community deciding how to interpret it.
6565+ - You can generate a thousand plausible forum posts. You can't fake two years of helpful contributions that other real people actually engaged with across independent communities.
6666+ - _"Show your work"_ is a better design than public scores, tiers, or ranks. Descriptive activity data is legible to humans, while computed scores are easy to game and drift toward social credit systems.
6767+- Shared reputation needs guardrails: local interpretation, privacy controls, decay for old activity, and a path for sustained good behavior to rebuild trust.
64686569## Resources
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