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Infinite Loops: Without proper constraints, an agent might get stuck repeating the same unsuccessful action.

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Instead of matching keywords to static FAQ pages, an agentic support system can authentic a user, look up their order history via a database API, cross-reference the carrier's shipping API, initiate a refund in Stripe, and draft a personalized confirmation email based on company policy. Automated Market Research Infinite Loops: Without proper constraints, an agent might

Security: Giving an AI the power to execute code or access sensitive APIs requires robust "human-in-the-loop" safeguards. To write a comprehensive article, I need to

The guide moves beyond theory to provide a production-focused playbook for the entire lifecycle of agentic systems. Architectural Blueprints

The guide emphasizes Chain-of-Thought (CoT). This technique forces the AI to "think out loud" before providing a final answer. This transparency reduces hallucinations and ensures the logic is sound before the agent takes a high-stakes action. Tool Use and Function Calling

Planning: The ability to break down a large goal into smaller, manageable sub-tasks.