Topics

• Reading surprising data with pandas
  By: Jonathan J. Helmus
  Length: 10 Minutes
  Description:

  We will examine how pandas can be used to read data files with different formats. There will be some surprising results!

• Ultron in Your Codebase: How to Stop AI from Becoming the Villain
  By: Daksh Guard
  Experience Level: Intermediate
  Length: 30 Minutes
  Description:

  AI coding assistants are now generating more code in three days than developers previously wrote in three years, fundamentally transforming how software gets built. 

  Yet our research shows 48-62% of AI-generated code contains security vulnerabilities, with these PRs being rejected 3x more often than human-written code despite their speed.

  Just as Tony Stark's attempt to create a peacekeeping AI resulted in Ultron nearly destroying the world, giving AI unrestricted access to our codebases without proper constraints leads to cascading failures in production systems.

  Through analyzing 1000+ AI pull requests, we've developed a six-stone framework that determines exactly when AI should draft code (Jarvis mode), when it needs human review (Vision mode), and when it should never touch the code at all (preventing Ultron mode).