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Adversarial validation

Named by 3 kept items in this workspace.

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The items that name it 3

  • repo2026-09-15

    The agent that checks a finding is never the agent that found it

  • article2026-07-27

    One agent argues a finding is genuinely exploitable, another argues it is not, and a third weighs evidence and decides; a finding survives only if it withstands an adversary attempting to refute it; semantically equivalent candidates are collapsed into a single finding

  • article2026-07-24

    A second independent agent/model tries to falsify each vulnerability finding to increase accuracy; used in Cloudflare's Phase 3, VVAH's S6, Trail of Bits' fp-check, and defending-code-harness's fresh-container grader

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