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.

July 1, 2026 · 8 min · James Malcolm

The Agentic Leap - A Blueprint for Building Next-Generation Enterprise AI

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. ...

July 9, 2025 · 6 min · James Malcolm