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Hugging Face Blog·· 2 hours agoFeaturedAI Score60

ALTK-Evolve: learned prompt guidelines take a GPT-4.1 agent to the top of τ²-bench retail without weight updates

ALTK-Evolve: How learned memory tops the τ²-bench leaderboard on customer service tasks without a frontier model

AI summary

ALTK-Evolve uses GPT-4.1 to distill an agent's own τ²-bench training attempts into short behavioral guidelines appended to the system prompt.

Why it matters

The results show prompt-level learned guidelines lifting Pass^4 reliability without weight updates, and how the right guideline count differs by domain.

Source: Hugging Face Blog · huggingface.co