PerGent, an agentic critique-refinement system for persona generation, reaches 96.9% expert approval in an industrial evaluation at Kinaxis and reproduces more pre-LLM expert content than single-shot baselines.
DSL or Code? Evaluating the quality of LLM-generated algebraic specifications: A case study in optimization at Kinaxis,
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Agentic Persona Generation with Critique-Refinement: An Industrial Evaluation
PerGent, an agentic critique-refinement system for persona generation, reaches 96.9% expert approval in an industrial evaluation at Kinaxis and reproduces more pre-LLM expert content than single-shot baselines.