📊Data & Analytics (Anti‑Sybil & Contribution)

Anti‑Sybil Signals

  • Endpoint: device/browser fingerprints, Canvas/WebGL, font sets.

  • Network: IP ranges, proxy/residential/DC detection, timezone & temporal consistency.

  • Behavioral: dwell time, form cadence, diversity (text entropy), EXIF checks.

  • On‑chain: address similarity, fund paths, batch cold‑start windows, Gas/Nonce patterns.

  • Model governance: threshold canaries, manual review sampling, FP/FN trade‑off curves.

Contribution & Impact

  • Quality: repro steps, logs/screen records, PoC/PR/MR.

  • Impact: adoption, citations, path/user coverage.

  • Timeliness: first‑report & response latency weights.

  • Collaboration: discussions, cross‑repro validation, knowledge base additions.

  • Portable reputation: SBT tiers, validity periods, downgrade/freeze mechanisms.

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