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Cheat sheet

Stop the Bleeding: A cheat sheet for stabilizing AI-driven development

Scanning for vulnerabilities after the fact is not a strategy; it is a digital autopsy. 

When AI coding assistants hit enter, your attack surface expands instantly, often outpacing the traditional security processes meant to contain it. To regain control, AppSec leaders must move beyond reactive firefighting and focus on stabilizing the environment at the source. 

This cheat sheet provides the blueprint for eliminating blind spots and stopping the flow of new vulnerabilities before they reach your backlog.

In this cheat sheet, you will learn:

  • How to achieve comprehensive asset discovery across distributed, AI-generated repositories.

  • Strategies for embedding prevention guardrails directly into developer IDEs and CI/CD pipelines.

  • Techniques for securing AI-generated code at the moment of inception.

  • How to establish a stable foundation that allows your team to finally tackle existing security debt.

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