Practitioner perspectives on AI governance, SOC 2 compliance, software supply chain security, and the risks most organizations haven't mapped yet.
AI coding agents operate under human credentials, receive goals without defined scope, and generate changes faster than any reviewer can meaningfully evaluate. All three breaks matter for SOC 2 CC8.1. Most organizations have closed none of them.
30% of data breaches now involve a third party. That figure has doubled year over year. If you build software that other organizations run, you are the third party. The EU Cyber Resilience Act makes that accountability concrete starting September 2026.
Nearly half of AI-generated code contains security flaws. 70% of organizations report that 40% or more of their code is now AI-generated. The SDLC your governance framework describes may not be the one your engineers are running.
At 95% AI-generated, the codebase is the AI output. The standard vendor security questionnaire doesn't surface this. Enterprise procurement teams in regulated industries are starting to ask the questions that do.
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