Master AI Agents in 20 Minutes! OpenAI Source Code Released

Master AI Agents in 20 Minutes! OpenAI Source Code Released

Click OpenAI has shared a multi-level advanced AI Agent developed based on the Realtime API, which allows you to develop a voice intelligent agent application prototype in just 20 minutes! The source code is now publicly available on GitHub. (See code at the end) 1 Realtime Agent Technical Features The Realtime Agent provides efficient data … Read more

Top 5 Frameworks for AI Agent Development in 2025

Top 5 Frameworks for AI Agent Development in 2025

Hello everyone, I am Xuan Jie. Before we start the main content, let me advertise myself. The Spring Festival is coming soon, to give back to the support of my fans the original price of the “3-Day AI Agent Project Practical Live Training Camp” is 199 yuan, now directly reduced to 19 yuan, today we … Read more

Understanding Agent Orchestration with OpenAI in 300 Lines of Code

Understanding Agent Orchestration with OpenAI in 300 Lines of Code

When using large language models, achieving stable performance usually only requires a good prompt and the right tools. However, dealing with many unique processes can become tricky. To address this, OpenAI published a blog post on their official website titled “Orchestrating Agents: Routines and Handoffs”, which introduces the concepts of Routines and Handoffs. The code … Read more

Swarm Lightweight Multi-Agent Orchestration Guide: Code Implementation for Scalable and Dynamic Workflows

Swarm Lightweight Multi-Agent Orchestration Guide: Code Implementation for Scalable and Dynamic Workflows

Swarm is an innovative open-source framework designed to explore the orchestration and coordination of multi-agent systems. Developed and maintained by the OpenAI Solutions team, it provides developers with a lightweight, ergonomic, and educational environment for learning and experimenting with agent-based systems. The core design goal of Swarm is to facilitate interaction among autonomous agents (i.e., … Read more

Hands-On Agent Series 2: OpenAI Swarm Framework Source Code Analysis and Practical Cases

Hands-On Agent Series 2: OpenAI Swarm Framework Source Code Analysis and Practical Cases

OpenAI open-sourced an educational multi-agent collaboration framework called Swarm in October 2024. This article starts from the source code of Swarm, gradually introducing how to write a similar multi-agent framework and illustrating how agents can enhance business quality and efficiency through six application cases. Table of Contents: Agent Class Response Class Result Class Swarm Class … Read more

Research and Practice on Observability of Multi-Agent Systems (OpenAI Swarm)

Research and Practice on Observability of Multi-Agent Systems (OpenAI Swarm)

Introduction This article will introduce a research-oriented topic regarding the observability of Multi-Agent Systems. Currently, our work is primarily based on the Swarm project released by OpenAI last month, where we analyzed the source code of the Swarm project and customized modifications to achieve better observability of multi-agent systems. Today’s discussion will revolve around three … Read more

Phidata Source Code Analysis

Phidata Source Code Analysis

https://www.phidata.app/ is an agent SaaS company that has open-sourced the Phidata framework. From the introduction on GitHub (https://github.com/phidatahq/phidata), it has a complete set of features, so let’s learn about it. First, let’s clarify the purpose: I want to understand the following implementations: How Phidata designs the interaction between multi-AI agents How Phidata allows agents to … Read more

Unlocking The Future Of Smart Applications: In-Depth Look At Phidata Framework And Usage Tips

Unlocking The Future Of Smart Applications: In-Depth Look At Phidata Framework And Usage Tips

❝ “The future is here, the blue ocean of smart applications is unfolding before us!” 🌊 ❞ In this rapidly changing era, our lives are being transformed by various smart applications, emerging like bamboo shoots after a rain! But what are the supporting forces behind this smart revolution? Of course, it is the Phidata framework!✨ … Read more

Will OpenAI O3 Hit a Wall on the AGI Path?

Will OpenAI O3 Hit a Wall on the AGI Path?

Click Follow us by clicking the blue text above Cover image: Unlike the extension law during the pre-training phase, the performance test data for O3 shows the plasticity of model inference behavior in the post-training phase. “ 𝕀²·ℙarad𝕚g𝕞 Intelligent Square Paradigm Research: Writing Deconstructive Intelligence。 O3 is OpenAI’s L2 stage AGI product, the LLM inference … Read more

Easily Build a Knowledge Base with LangChain, LlamaIndex, and OpenAI

Easily Build a Knowledge Base with LangChain, LlamaIndex, and OpenAI

Original Title: Easily Build a Knowledge Base with LangChain, LlamaIndex, and OpenAI In today’s information age, effectively managing and utilizing vast amounts of data has become a key issue. For Python developers, building an intelligent knowledge base system can not only improve work efficiency but also provide strong support for decision-making. Today, I will teach … Read more