Tech Lead Journal cover image

Tech Lead Journal

#205 - Measuring Code Quality in the Age of GenAI - Matt Van Itallie

Feb 10, 2025
Matt Van Itallie, founder and CEO of Sema, dives into the future of code quality assessment. He introduces the idea of measuring code like a credit score and discusses the impact of Generative AI on developer productivity. Matt emphasizes the significance of the Generative AI Bill of Materials for risk management and proposes that 15-30% of code from GenAI could be ideal. He also highlights the importance of bridging communication gaps between technical and non-technical teams and advocates for treating code as a craft for better collaboration.
58:17

Podcast summary created with Snipd AI

Quick takeaways

  • The integration of Generative AI in coding can boost developer productivity, but it requires careful human oversight to mitigate inaccuracies.
  • Treating code as data allows a more analytical evaluation of software quality, aiding communication between technical and non-technical stakeholders.

Deep dives

The Role of Generative AI in Developer Productivity

Generative AI (Gen.AI) has become a significant contributor to developer productivity, making its adoption crucial for organizations to maximize value. However, reliance on Gen.AI can be risky, as the outputs are often incorrect and lack essential context. Analysts caution that using a codebase that is entirely generated by Gen.AI could be alarming due to potential inaccuracies and security vulnerabilities. Understanding the balance between leveraging Gen.AI tools and ensuring human oversight is essential for maintaining code quality and business integrity.

Get the Snipd
podcast app

Unlock the knowledge in podcasts with the podcast player of the future.
App store bannerPlay store banner

AI-powered
podcast player

Listen to all your favourite podcasts with AI-powered features

Discover
highlights

Listen to the best highlights from the podcasts you love and dive into the full episode

Save any
moment

Hear something you like? Tap your headphones to save it with AI-generated key takeaways

Share
& Export

Send highlights to Twitter, WhatsApp or export them to Notion, Readwise & more

AI-powered
podcast player

Listen to all your favourite podcasts with AI-powered features

Discover
highlights

Listen to the best highlights from the podcasts you love and dive into the full episode