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AI-ready questions test whether you can reason about LLMs and AI systems as engineering material — limits, costs, evaluation, failure modes — not just hype.

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AI-ready · Agentic Workflows

You’re rolling out agentic AI tooling that can propose and stage changes across your entire managed-services client fleet. What governance do you put in place before any client’s environment is in scope, and how do you stage the rollout?

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Before any client is in scope, I require three things to exist: a full audit log of every action the agent proposes and takes, tied to a human approver, so nothing is untraceable a

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