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Traditional shift-left security models are insufficient for agentic development speeds. Security context must be injected directly into the agent loop, providing real-time vulnerability data and dependency health to prevent insecure code generation at the source.

Impact: Integrating security context into the agent loop reduces the volume of insecure code generated, lowering the overall remediation burden and improving code quality.

— from Enterprise Agentic AI: Security Debt and Adoption · The AI Native Dev - from Copilot today to AI Native Software Development tomorrow· Oct 20, 2026