%Architectural Intent Is The Cornerstone For The Future Of Software Security%

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With agentic AI further boosting productivity, human code review becomes a serious bottleneck. Developers need to move upstream, establishing the ground rules to ensure that AI plays by the rules.

No matter how drastically artificial intelligence has changed the way software is created, human developers are still indispensable to the software development process. But the ways that humans contribute to that process are changing.

Software creation is increasingly being handled by AI models, particularly as AI agents tapping into large language models (LLMs) take a more active role in code generation. Another accelerating innovation introduced by Anthropic in 2024 was Model Context Protocol (MCP), an open-source standard that gives LLMs a standardized means of communicating with data and applications throughout the enterprise by connecting with databases, APIs, business systems, and developer environments.

But AI-generated code is still rife with vulnerabilities, requiring that code gets reviewed and risks mitigated before...

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