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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 designing a fully agentic flow where the AI can autonomously issue refunds or replacements up to a set dollar threshold without a human in the loop. Walk me through the guardrails you'd put around that authority.

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I set the dollar threshold low enough that a worst-case failure is a rounding error on the P&L, not an incident — and I set it per customer per period, not per transaction, so the

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