Background Introduction Amazon Web Services recently partnered with Extraordinary Capital to hold the “AI Globalization Special Acceleration Program” offline event in Shanghai, where many leading AI startups from both domestic and abroad gathered to communicate with over a hundred AI entrepreneurs. This content is compiled from the roundtable discussion at the event. Event series content … Read more
Hello everyone, I am Student Zhang. Continuous learning and continuous output of valuable content, follow me, and let’s learn AI large model technology together! Overview of Articles in the Official Account If you have any questions, feel free to add me on WeChat: jasper_8017. Looking forward to discussing and progressing together with like-minded friends! This … Read more
Follow “GitHub Picks“, set as “Star“ Explore Interesting Open Source Projects Hello everyone, it’s nice to see you again! I am the GitHub Picks guy! Background Introduction In the software development process, we often face the challenge of handling complex tasks and collaboration among multiple people. How to assign different GPT models to different roles … Read more
Hello everyone, I am 【Student Xiao Zhang】. Continuous learning and continuous output of practical knowledge, follow me, and let’s learn AI large model technology together! Overview of Articles in Official Account If you have any questions, feel free to add me on WeChat: jasper_8017. Looking forward to discussing and progressing together with like-minded friends! Previously, … Read more
The AIxiv column is a section published by Machine Heart that reports academic and technical content. Over the past few years, the AIxiv column has reported on more than 2000 pieces of content, covering top laboratories from major universities and companies worldwide, effectively promoting academic exchange and dissemination. If you have excellent work to share, … Read more
Abstract: MetaGPT is an innovative metaprogramming framework that encodes standard operating procedures into prompt sequences, enabling agents with human domain expertise to validate intermediate results and reduce errors for a smoother workflow. MetaGPT utilizes an assembly line paradigm to assign different roles to various agents, efficiently breaking down complex tasks into subtasks that involve collaboration … Read more
Author: Wang Lei, Senior Architect of MindSpore, AI Engineering Expert Organizer: Qingke AI >Join us! NLP Paper Submission, LLM Communication, Live Paper Discussion Group Introduction to MetaGPT In recent years, large language models have become a hot topic in the AI field due to their powerful natural language processing capabilities. They can not only generate … Read more
AI Agents are considered by many to be the future direction of large model development. Previously, Lilian Weng, head of OpenAI’s safety team, published a detailed blog introducing AI autonomous agent robots, which attracted a lot of attention. Released in July, MetaGPT is a brand new AI Agent project that provides an automated agent framework … Read more
Using Pydantic model as state Previously, we might have used TypedDict the most, but Pydantic model is also a great choice. Let’s see how this type can serve as the graph state. Input Validation from langgraph.graph import StateGraph, START, END from typing_extensions import TypedDict from pydantic import BaseModel # Overall state of the graph (this … Read more
LangGraph allows you to easily manage conversation memory in graphs. These operational guides demonstrate how to implement various strategies for this. Managing Conversation History One of the most common use cases for persistence is using it to track conversation history. It makes continuing conversations easier. However, as conversations get longer, this conversation history accumulates and … Read more