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If a model needs five tries, you paid for five models. Cheaper tokens don't necessarily mean cheaper AI workflows. An agent might need several model calls to finish one task. Add retries, fallback models and verification, and the final cost can look very different from the

An AI agent reading a document needs to distinguish between information it should use and instructions it should follow. That becomes difficult when external content contains instructions directed at the agent itself. A retrieved webpage might contain useful facts alongside

An AI agent reading a financial filing finds a revenue figure but can't establish whether it covers a quarter or the full year. It could make an assumption and produce a complete-looking answer. Or it could leave the figure unresolved. For information someone might make a

You're deploying an AI agent with access to production systems. What would give you the most confidence in allowing it to act?