Self-Improving Prompts: A Critique Loop for LLM Agents
When you cannot update model weights, the prompt is your main lever. Here is how to automate prompt improvement using a critique loop inspired by DSPy’s GEPA optimizer.
When you cannot update model weights, the prompt is your main lever. Here is how to automate prompt improvement using a critique loop inspired by DSPy’s GEPA optimizer.
Generative AI has moved beyond simple chatbots. The new frontier is building sophisticated AI agents that can reason, use tools, and execute complex, multi-step tasks. But how do you evolve from a single-purpose AI assistant to a robust, multi-agent system that can act as a true digital coworker? This is a journey from simple automation to genuine augmentation. It requires a shift in thinking and a new architectural blueprint. After extensive research and development, we’ve created a pragmatic approach to building these systems. This article shares that blueprint. ...