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PRISM reveals that a structured approach to persona fidelity evaluation can drastically outperform traditional methods, providing more reliable insights into LLM behavior.
A well-designed harness can transform model outputs into effective environmental actions, enabling programming agents to learn and adapt through iterative feedback.
ACQUIRE turns knowledge gaps into actionable insights, boosting software repair accuracy by over 4% while keeping costs low.
