DSPy Signature Implementation for Persona-Driven Responses

implementationChallengeNovember 23, 2025

Prompt Content

Implement a DSPy `Signature` for generating survey responses that strictly adhere to a given persona. Include `Input` fields for the current question, the agent's persona description, and past conversation history. The `Output` should be the generated answer and potentially a confidence score. Demonstrate how you would use DSPy's `Optimizers` to refine this signature for persona consistency and natural language.

Usage Tips

Copy the prompt and paste it into your preferred AI tool (Claude, ChatGPT, Gemini)

Customize placeholder values with your specific requirements and context

For best results, provide clear examples and test different variations