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Why your AI product needs a different development lifecycle
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Why your AI product needs a different development lifecycle

Introducing the Continuous Calibration/Continuous Development (CC/CD) framework

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In this episode, Aishwarya Reganti and Kiriti Badam introduce a powerful new framework for building AI products: the Continuous Calibration/Continuous Development (CC/CD) framework.

Listen now: YouTube | Apple | Spotify

If you’ve ever shipped an AI demo that looked magical but struggled to scale, this framework will resonate. The CC/CD framework provides a practical and structured approach to navigating these realities and building AI systems that are stable, intentional, and trustworthy.

In this episode, you’ll learn:

  • The two core differences every AI builder must account for: non-determinism and the agency–control tradeoff

  • The six phases of the CC/CD loop

  • How to scope capabilities across different versions of your product to gradually earn trust and agency

  • The role of reference datasets in taming unpredictability and guiding evals

  • How to design application-specific evals that act as the equivalent o…

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