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Tool use makes an AI agent part of an operational system, so a failed step needs a destination. Decide whether the agent should retry, request approval or return control to the application. AI agent engineering provides a relevant service reference.

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For a linked overview, use <a href="https://ai-software-development.net">agentic AI development</a>. Keep state transitions visible enough to reconstruct why a tool was called and what data it received. A human handoff should include the last successful action and the unresolved condition, not a generic error. This design limits repeated calls and prevents an uncertain model response from silently becoming an external action.