AI tools like Claude Code Security can detect vulnerabilities and propose fixes, but enterprise application security requires more than detection. The core challenge is governance: enforcing policies, maintaining audit trails, managing contextual risk across thousands of repositories, and ensuring continuous assurance as
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Trusting AI requires governing riskLLMs see code, but platforms see contextStatic scans can’t keep up with dynamic riskGoverning the agentic futureRelated readingSort: