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26 posts tagged with "Trust"

Notes on credibility, user trust, and verification.

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Crypto Research Is Mostly Fraud Management

Crypto Research Is Mostly Fraud Management

· 3 min read

Most crypto research presents itself as prediction. Price targets, narratives, catalysts, unlock calendars, chart structures, and cycle maps all compete for attention. Some of that work is useful. Much of it misses the more important job: crypto research is mostly fraud management.

Not fraud only in the narrow legal sense. Fraud as a wider research problem: bad incentives, fake activity, weak liquidity, promotional narratives, hidden leverage, opaque counterparties, and systems designed to look safer than they are.

Why GPT Offers Pend

Why GPT Offers Pend

· 4 min read

GPT offers usually pend because a reward platform is not the only party involved in the payout.

Between the user action and the final reward, there may be an advertiser, an offerwall or network, tracking events, anti-fraud checks, and a platform-level decision about when credit is safe to release.