Shift left is dead, and it died because it was fundamentally reactive, waiting for code to exist before it could act.
AI-driven development introduced a category of risk it was never built to address, exposure that happens before a single line is generated, the moment a developer connects an untrusted agent, installs a malicious package or exposes a secret in a prompt, and 81% of organizations still lack full visibility into how and where AI is being used across the software development lifecycle.
Read why security needs a new model for the agentic development lifecycle:
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