FinServ teams are using AI to ship faster, but that speed introduces hidden risk across AI-generated code, dependencies, APIs, and cloud infrastructure. This cheat sheet helps you shift from reactive patching to proactive prevention, embedding security directly into AI-assisted workflows.

Key takeaways:

• Spotting the hidden costs: How AI-driven dependency sprawl and infrastructure misconfigurations impact your attack surface.
• Proactive agent security: Implementing guardrails before the merge to prevent insecure code from reaching production.
• AI-scale governance: Transitioning to a unified control plane to manage risk across fragmented development pipelines.