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Building AI Agents with OpenAI Agents SDK: A Step by Step Guide

14 min readMar 15, 2025
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​OpenAI has recently introduced the Agents SDK, a robust framework designed to streamline the development and orchestration of AI agents capable of performing complex tasks autonomously. ​

Key Features of the Agents SDK:

  • Agent Management: Simplifies the creation and coordination of multiple AI agents, each equipped with specific instructions and toolsets, facilitating complex workflows. ​
  • Handoffs: Enables seamless delegation of tasks between agents, ensuring efficient workflow continuity.
  • Guardrails: Implements configurable safety checks to validate inputs and outputs, promoting responsible AI behavior.
  • Tracing & Observability: Provides tools to visualize and debug agent execution, aiding in performance optimization. ​

Integration with Responses API:

The Agents SDK is designed to work seamlessly with OpenAI’s new Responses API, which combines the capabilities of the previous Chat Completions and Assistants APIs. This integration allows developers to incorporate built-in tools such as web search, file search, and computer use into their applications, enhancing the functionality of AI agents. ​

Getting Started:

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Sahin Ahmed(Data Scientist/MLE)
Sahin Ahmed(Data Scientist/MLE)

Written by Sahin Ahmed(Data Scientist/MLE)

Lifelong learner passionate about AI, LLMs, Machine Learning, Deep Learning, NLP, and Statistical Modeling to make a meaningful impact. MSc in Data Science.