Lenny's Newsletter
Lenny's Reads
Listen: Why your AI product needs a different development lifecycle
Preview
0:00
-13:32

Listen: Why your AI product needs a different development lifecycle

An audio edition of Lenny's Newsletter post

If you’re a premium subscriber

Add the private feed to your podcast app at add.lennysreads.com

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 of tests for AI

  • Why control handoffs are essential for maintaining user trust

  • How to transform deployment from a finish line into the start of continuous calibration

  • Why you should never “jump to full agency” before the system earns it

  • How to apply the CC/CD loop with real-world examples: customer support, marketing assistants, and coding copilots

Listen now: YouTube | Apple | Spotify

References:

This post is for paid subscribers