Understanding the MemGPT Design of aZent Framework

Understanding the MemGPT Design of aZent Framework

Before getting into the main topic, let’s chat a bit. Many friends have seen me coding in my spare time. Sometimes I wonder why I do this; actually, my love for code has reached a somewhat obsessive level. There might be some bragging involved. Without further ado, everything has been revolving around agents lately, and … Read more

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

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

In-Depth Analysis of Microsoft’s Agent Development Framework AutoGen 0.4: Introduction to AutoGen-Core

In-Depth Analysis of Microsoft's Agent Development Framework AutoGen 0.4: Introduction to AutoGen-Core

As one of the earliest LLM application development frameworks alongside LangChain and LlamaIndex, Microsoft’s AutoGen has undergone a complete redesign and restructuring after a series of personnel changes last year, launching the completely revamped AutoGen 0.4 version (the previous version was 0.2), with the latest stable version 0.4.2 released in early 2025. You may have … Read more

Three Agents Surpass GPT-4 Using Open Source Models

Three Agents Surpass GPT-4 Using Open Source Models

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP master’s and doctoral students, university teachers, and industry researchers. The Vision of the Community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning, especially for beginners. Reprinted … Read more

Top 5 AI Agent Frameworks to Explore in 2025

Top 5 AI Agent Frameworks to Explore in 2025

Basic Structure of Agents The following code snippet demonstrates the simplest AI Agent. The AI Agent solves problems using language models. The definition of an AI Agent may include large or small language models, memory, storage, external knowledge sources, vector databases, instructions, descriptions, names, etc. For example, modern AI Agents like Windsurf can help anyone … Read more