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Patch If You Can: AI Codemods for Secure-by-Default Android Apps

·2026.03.14 01:00

Key point

Meta automates large-scale security migrations with a secure-by-default Android framework and generative AI.

Details

Meta's Product Security team uses two strategies to fix Android security vulnerabilities at scale, scattered across hundreds of call sites and millions of lines of code.

  • Build secure-by-default frameworks that wrap risky Android OS APIs, making the safe path the easiest one for developers to use.
  • Leverage generative AI to automatically migrate existing code to the new framework.

As a result of this combination, the system can propose, validate, and even submit security patches, greatly reducing the burden of direct engineer intervention.

In this Meta Tech Podcast, Pascal Hartig meets with Alex and Tanu from Meta's Product Security team to discuss the challenges and lessons learned in making mobile frameworks safer this way. The key lies in not leaving security changes across large codebases to humans alone, but automating them with AI codemods to bring them up to a deployable level.

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