Note: I've recently had the opportunity to present on this topic twice over the last two weeks—one talk diving deep into the loop engineering work and agentic iterations, and another covering the full 5-layer optimization stack. While the exact slides, internal metrics, and specific implementation details remain proprietary, I wanted to share the broader architectural framework and general best practices behind the core ideas.

We have all been there: you type a prompt, wait for an LLM to spin its wheels, and watch it confidently generate five paragraphs of polite narrative alongside a completely misaligned solution.…