Agentic chatbot user simulation workflow to generate diverse and realistic personalities with conversations. Tests chatbots across multiple dimensions (off-topic handling, hallucination detection, safety, prompt extraction, financial advice) using a locally hosted open source LLM. Features a simple webapp, CLI tools, SQLite database storage.