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High-risk AI compliance starts to bite in 2026. The winning strategy is engineering an audit-ready evidence pipeline: training documentation → runtime logs → traceable audits.
China’s GenAI interim measures take compliance down to the workflow step—security assessment, algorithm record-filing, and repeatable ethics review that must survive every tool call.
NIST’s 2026 report standardizes monitoring categories, but operators still lack evidence-sharing, low-overhead incident workflows, and version controls tied to escalation.