Deep dives on blockchain donation trust, AI verification methodology, and why on-chain transparency is reshaping philanthropy.
Sybil attacks drain 15-25% of matching pools from quadratic funding rounds. Gitcoin Passport and BrightID close some of the gap — but not enough. Here's why multi-dimensional AI verification is the defense infrastructure that QF actually needs.
Five stages. One automated system. From auto-discovery across ProPublica, CoinGecko, and GoFundMe — through AI scoring, human review, pump.fun token creation, and transparent on-chain fee splits to the charity.
Inside the 5-dimension AI scoring model — transparency, efficiency, impact evidence, leadership, and innovation. See how scores are calculated with a real breakdown, and how auto-discovery finds candidates from ProPublica, CoinGecko, and GoFundMe.
$14 billion in crypto losses. Thousands of rugpulled "charity" tokens. And a donation industry that still can't answer the simplest question: did the money do anything? Here's how AI is finally closing that gap.
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