Tech Lead Journal

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

33 snips
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.
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ADVICE

Explaining Code Quality

  • Explain code quality improvements in terms of business outcomes or engineering impact.
  • Focus on how code changes impact the organization, not just the code itself.
INSIGHT

Measuring Developer Productivity

  • Measuring developer productivity requires choosing the right metrics.
  • Wrong metrics can tell the wrong story and hinder effective communication.
INSIGHT

Generative AI and Productivity

  • Generative AI tools can greatly improve developer productivity.
  • Not using these tools can be detrimental to organizational speed.
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