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Researchers using GPT-4.1 achieve 67.5% Pass^4 on retail tasks, beating all retail entries in the October 12, 2026 leaderboard snapshot. The system extracts behavioral rules from past attempts to guide the agent without weight updates or human annotation, proving learned memory outperforms frontier models on customer service benchmarks.
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