XTraw AI: Machine Learning and AI Applications
#191 The Quality Layer for the Agentic Coding Era with OrangePro AI
28 August 2026 51:38 Venkata"Raghu Banda"
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About this episode
What happens when AI can write code faster than enterprises can understand its risk?
In this Season 20 opener of XTrawAI, Raghu Banda speaks with Aamir Siddiqui, Co-founder and CEO of OrangePro AI, 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.
- How frontier AI models and deterministic software-risk mapping see the same codebase through very different lenses.
- Why behavior-level mapping, repeatability, and evidence can become critical for enterprise software quality and governance.
- How engineering teams can combine continuous deterministic risk analysis with deeper AI model reviews to create a stronger quality layer for the agentic coding era.
You can reach @ Aamir Siddiqui
My LinkedIn @ Raghu Banda
Website @ XTraw AI and OrangePro AI
More information on GitHub
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