https://ai-blog.noorshomelab.dev/tags/automatic-prompt-optimization/Recent content in Automatic Prompt Optimization on AI VOIDHugoenThu, 06 Nov 2025 22:00:00 +0530https://ai-blog.noorshomelab.dev/agentic-lightening-guide/project-optimizing-basic-qa-agent/Thu, 06 Nov 2025 22:00:00 +0530https://ai-blog.noorshomelab.dev/agentic-lightening-guide/project-optimizing-basic-qa-agent/<h2 id="project-1-optimizing-a-basic-qa-agent-with-prompt-tuning">Project 1: Optimizing a Basic QA Agent with Prompt Tuning</h2> <p>This project will guide you through building a simple Question-Answering (QA) agent and then using Agentic Lightening to optimize its performance through <strong>Automatic Prompt Optimization (APO)</strong>. This is a classic example of how Agentic Lightening can iteratively refine an agent&rsquo;s behavior by adjusting its interaction with an LLM, without needing to fine-tune the LLM itself.</p> <p><strong>Clear Objective:</strong> To create a QA agent that can accurately answer factual questions and optimize its performance by dynamically tuning its system prompt.</p>