AI-Ready Codebases: Engineering Discipline for Agentic AI with Adam Tornhill episode artwork

EPISODE · Mar 30, 2026 · 52 MIN

AI-Ready Codebases: Engineering Discipline for Agentic AI with Adam Tornhill

from PurePerformance · host PurePerformance

In this episode, Andi and Brian welcome back Adam Tornhill—founder of CodeScene and author of Your Code as a Crime Scene—to explore how agentic AI is reshaping software engineering. Adam shares his personal journey from 40 years of hands-on coding to orchestrating AI-generated code, and what this shift really means for development teams.Together, they dive into new research on the hidden risks of AI-assisted coding, why low-quality or legacy code slows AI down, and how to measure the “AI-readiness” of a codebase. Adam breaks down practical strategies from his latest work on Agentic AI Coding, including guardrails, refactoring patterns, enforced processes, and why test coverage has become a surprising cornerstone for safe, fast AI iteration.Whether you're experimenting with AI coding tools or planning enterprise-scale adoption, this episode delivers actionable guidance rooted in data, engineering discipline, and real-world experience.Linkshttps://codescene.com/blog/agentic-ai-coding-best-practice-patterns-for-speed-with-qualityhttps://codescene.com/blog/strengthening-the-inner-developer-loop-turn-ai-into-a-reliable-engineering-partner

In this episode, Andi and Brian welcome back Adam Tornhill—founder of CodeScene and author of Your Code as a Crime Scene—to explore how agentic AI is reshaping software engineering. Adam shares his personal journey from 40 years of hands-on coding to orchestrating AI-generated code, and what this shift really means for development teams.Together, they dive into new research on the hidden risks of AI-assisted coding, why low-quality or legacy code slows AI down, and how to measure the “AI-readiness” of a codebase. Adam breaks down practical strategies from his latest work on Agentic AI Coding, including guardrails, refactoring patterns, enforced processes, and why test coverage has become a surprising cornerstone for safe, fast AI iteration.Whether you're experimenting with AI coding tools or planning enterprise-scale adoption, this episode delivers actionable guidance rooted in data, engineering discipline, and real-world experience.Linkshttps://codescene.com/blog/agentic-ai-coding-best-practice-patterns-for-speed-with-qualityhttps://codescene.com/blog/strengthening-the-inner-developer-loop-turn-ai-into-a-reliable-engineering-partner

NOW PLAYING

AI-Ready Codebases: Engineering Discipline for Agentic AI with Adam Tornhill

0:00 52:30

No transcript for this episode yet

We transcribe on demand. Request one and we'll notify you when it's ready — usually under 10 minutes.

No similar episodes found.

No similar podcasts found.

Frequently Asked Questions

How long is this episode of PurePerformance?

This episode is 52 minutes long.

When was this PurePerformance episode published?

This episode was published on March 30, 2026.

What is this episode about?

In this episode, Andi and Brian welcome back Adam Tornhill—founder of CodeScene and author of Your Code as a Crime Scene—to explore how agentic AI is reshaping software engineering. Adam shares his personal journey from 40 years of hands-on coding...

Can I download this PurePerformance episode?

Yes, you can download this episode by clicking the download button on the episode player, or subscribe to the podcast in your preferred podcast app for automatic downloads.
URL copied to clipboard!