Developing AI agents requires more than integrating an LLM. The architecture may include API connectors, data retrieval layers, memory management, tool execution, workflow logic, and application-level controls. AI agent solutions can be built to handle specific tasks by connecting these components with existing software while maintaining authentication, validation, logging, and error management.

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