#191 The Quality Layer for the Agentic Coding Era with OrangePro AI

<p><strong>What happens when AI can write code faster than enterprises can understand its risk?</strong></p><p>In this <strong>Season 20 opener of XTrawAI</strong>, Raghu Banda speaks with <strong>Aamir Siddiqui, Co-founder and CEO of OrangePro AI</strong>, about the growing quality challenge created by AI-powered software development. The conversation explores how frontier models and deterministic, behavior-level risk mapping can complement each other to help engineering teams identify hidden dependencies, testing gaps, and software risks before they reach production.</p><ul><li>How <strong>frontier AI models and deterministic software-risk mapping</strong> see the same codebase through very different lenses.</li><li>Why <strong>behavior-level mapping, repeatability, and evidence</strong> can become critical for enterprise software quality and governance.</li><li>How engineering teams can combine <strong>continuous deterministic risk analysis with deeper AI model reviews</strong> to create a stronger quality layer for the agentic coding era.</li></ul><p>You can reach @ <a href="https://www.linkedin.com/in/aamirsiddiqui/" target="_blank" rel="ugc noopener noreferrer">Aamir Siddiqui</a></p><p>My LinkedIn @ <a href="https://www.linkedin.com/in/banda/" target="_blank" rel="ugc noopener noreferrer">Raghu Banda</a></p><p>Website @ <a href="https://xtrawai.com/" target="_blank" rel="ugc noopener noreferrer">XTraw AI</a> and <a href="https://orangepro.ai/" target="_blank" rel="ugc noopener noreferrer">OrangePro AI</a></p><p>More information on <a href="https://github.com/OrangeproAI/orangepro-mcp" target="_blank" rel="noopener noreferer">GitHub</a></p>