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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

An AI agent has autonomy to pause underperforming ad variants and reallocate budget across channels in real time. Walk me through the guardrails you’d put around that agent before giving it live client budget.

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Before any agent touches live client spend, I set hard boundaries it can’t cross without a human: a maximum single reallocation as a percentage of daily budget, a floor on how long

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