How do you enforce access control in a RAG pipeline?
Filter at retrieval time against the requesting user's identity, before chunks reach the model. Post-hoc filtering of the model's output is not access control.
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AI governance.
Access control, auditability, and compliance for systems that read enterprise data.
What is zero-trust AI governance?
Applying zero-trust principles to AI data flow: every retrieval is authorised against the caller's identity at request time, with no implicit trust granted by being inside the pipeline.
Read the full answerWhat does it take to make an AI system auditable?
Record the inputs, the retrieved context, the tool calls, the model version, and the output for every request — and be able to replay any one of them.
Read the full answerHow do you decide what an agent is allowed to do autonomously?
Draw the line at reversibility and blast radius: reversible, bounded actions run autonomously; irreversible or outward-facing ones require confirmation.
Read the full answerWhat should an engineering team do now to prepare for AI regulation?
Build the inventory, the traces, and the evals. Every current regime asks what the system does, what data it touches, and how you know it works — those three artefacts answer all of it.
Read the full answerReady when you are.
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