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What the attack surface actually looks like

Detection benchmarks, what synthetic identities reveal about how vision models fail, and how the data behind them gets built. Sourced and dated — every external claim links to where it came from.

From reading to measuring

Name the model that needs fixing

The first step is a sample you score on your own detectors — no cost, no commitment.

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