This whitepaper focuses on securing AI-generated code directly within the development workflow. The early sections explain how AI coding assistants accelerate development but introduce vulnerabilities at scale. The solution is “Secure at Inception,” embedding security checks into the prompt-response loop. The middle sections describe how Snyk Studio integrates with AI assistants to evaluate code in real time, providing context-aware fixes before code is committed. The later sections highlight conversational remediation and automated vulnerability fixing within developer workflows. The key takeaway is that security must shift left even further—into the moment of code generation—ensuring AI-driven development remains fast but secure.

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