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AI-Driven Code: Navigating Due Diligence & Transparency in MLOps // Matt van Itallie // #275

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Nov 29, 2024
In this engaging discussion, Matt van Itallie, founder and CEO of Sema, shares insights on the importance of comprehensive codebase scans for technical due diligence. He reveals how Generative AI is reshaping code transparency and introduces the Generative AI Bill of Materials (GBOM) for managing AI-generated code risks. Matt emphasizes the necessity of bridging technical and business viewpoints in AI evaluation, highlighting practical strategies for assessing cloud costs and optimizing code quality. His insights are invaluable for both technical and non-technical audiences.
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ADVICE

Codebase Scan Components

  • Sema's code scans assess codebase health by analyzing eight key components, including code quality, development process, and team dynamics.
  • These scans help investors make informed decisions during technical due diligence.
INSIGHT

Team Retention Importance

  • Retaining the original development team is crucial for the long-term health and success of a codebase.
  • A codebase without its developers is like a half-written novel without the novelist.
ADVICE

Cloud Cost Optimization

  • Sema's cloud cost optimization module requires minimal setup (around an hour).
  • It provides insights into spending, maturity level, and potential savings, often exceeding the cost of the service.
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