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IBM Research says ALTK-Evolve, which distills an agent's past successes and failures into short rules appended to its system prompt, took a basic GPT-4.1 ReAct agent to 67.5% Pass^4 on tau2-bench retail, above every retail entry in its October 12 leaderboard snapshot. IBM reports Pass^4 gains of 10 points in both retail (57.5 to 67.5) and airline (35.0 to 45.0), with no weight updates or human annotation. It says the guidelines raise input-token cost but slightly shorten conversations. These are IBM's own results.