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neither the headline nor the URL path names the subject by the door's on-topic test (the gate reads forms the door does not carry)"}},{"id":"sb:o/3cdf4fb31b1403ed48cb0013","kind":"observation","label":"PYMNTS · 2026-10-09 · 59% of Firms With AI Fraud Defenses Stop Losses Before They Start","url":"https://www.pymnts.com/news/artificial-intelligence/2026/59percent-firms-with-ai-fraud-defenses-stop-losses-before-they-start/","match":{"surface":"unknown","basis":"admitted by the entity graph's subject gate (title or URL), which does not record the surface; neither the headline nor the URL path names the subject by the door's on-topic test (the gate reads forms the door does not carry)"}},{"id":"sb:o/29130d148c095c44c7792082","kind":"observation","label":"PYMNTS · 2026-09-29 · Enterprises See Bigger AI Payoffs When It Becomes Daily Practice","url":"https://www.pymnts.com/news/artificial-intelligence/2026/enterprises-see-bigger-ai-payoffs-when-it-becomes-daily-practice/","match":{"surface":"unknown","basis":"admitted by the entity graph's subject gate (title or URL), which does not record the surface; 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