All units
Want to jump around? Here are all 12 short stories.
General Story
Start from scratch: what spam is, how it gets removed, and what to do when you get caught by mistake.
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General False positives
Drag the threshold to see wrongful removals: one score line, two kinds of cost.
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Developer Detection + ring scanning
How the model catches spam, and how it uncovers a whole flooding spam ring.
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General Seven actions
The spectrum from cleanup to account deletion, and the design history of the quiet room.
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Developer Home-feed ranking
Down-ranking ≠ deletion; deciding who gets seen is the real power.
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General Crowd power
Neighborhood watch, the patrol bot, and why the jury failed.
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Policy Censorship resistance + DNS-RPZ
The three-layer resilience of distributed storage (IPFS), and how an entire domain got wrongly blocked over Lunar New Year 2025.
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Policy Governance timeline
2018–2025: how each tool was forced into being by an incident.
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Policy NCC compliance self-check
Two guidelines, 28 items compared line by line — the policy module.
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Developer Open source & datasets
Layered disclosure, an open spam database, and code modules you can plug in directly.
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Policy Conclusion & recommendations
Three governance dilemmas, with policy recommendations for platforms and regulators.
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All About · Method
Project origins, sources, and license.
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