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Finds the exact product a shopper wants from 50,000 items in 2.06 turns, scoring 0.891 against a 0.107 baseline. Keyword retrieval and rule-based dialog state, no model in the scored path.
MA2P: A self-evolving, multi-agent shield for phishing—fact-checks claims, flags social engineering, and explains each verdict, adapting via adversarial self-play.
