Mouli V

Flat user-simulation prompts dangerously mask agent vulnerabilities: decomposing users into 23 demographic, behavioral, and dynamic emotional dimensions exposes a 15.8 percentage-point variance in agent task success under realistic human friction.

Rhetor achieves near-perfect synchronization in live software demos, enabling real-time voice interaction that adapts dynamically to user questions.

StateGen achieves a remarkable 9.66/10 score in tool-call hallucination reduction, setting a new standard for synthetic data generation in multi-agent LLM training.