Network and security for AI workloads: a private endpoint closes the entrance, not the exit

A private endpoint controls ingress; it authenticates nobody and does not decide where the agent writes afterwards. The three boundaries of an AI workload — entrance, identity, and exit —, the three DNS zones Foundry requires, the roles that were renamed, and the egress control almost every project leaves open.

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Guardrails and agent evaluation: what separates a demo from a production system

Guardrails contain at runtime; evaluation measures over time — and neither does the other's job. Content Safety, Prompt Shields, evaluators that see the tool call and not just the answer, red teaming with PyRIT, and the maturity signal that separates a demo from a system: a deployment blocked by a number.

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