With the development of large model technology and the proposal of the Scaling Law in 2020, it has become a consensus in the industry to improve model performance by expanding data scale and increasing model parameters. However, current large models face many engineering challenges in training, inference, and application stages. Simply increasing the model size … Read more
Introduction to LlamaIndex and LangChain, and a comparative analysis of the two. Long press to follow “AI Technology Talks” This article introduces the core mechanisms of LlamaIndex and compares its main differences with the LangChain framework. It will demonstrate how to integrate these frameworks into end-to-end projects to fully leverage the potential of large language … Read more
Editor’s Note: The current development of AI technology is advancing rapidly, and multi-agent frameworks are emerging one after another. How to make the right choice among numerous frameworks such as AutoGen, LangGraph, CrewAI, etc. and find the one that truly suits your needs? The author of this article compares five major multi-agent AI frameworks and … Read more
A deep comparison of agent orchestration using three different frameworks to build the same Agentic Finance App. Image generated by ChatGPT. Prompt: Multi-agent collaborative systems. Contents We Will Cover What is an Agent? A deep dive into how we define agents and how they differ from AI pipelines and standalone LLMs. Practical Examples Using Three … Read more
As the new year 2025 begins, this year will be the year of “Agentic Systems“, and “2025 will see the emergence of true Agents“. Time waits for no one, please receive your overview of the AI Agents technology stack. Understanding the AI Agents Ecosystem Although we have seen numerous classification diagrams regarding the Agent stack … Read more
Letta is a company focused on AI agents, providing open-source tools and cloud services to help developers build, deploy, and manage AI agents with memory and tool-calling capabilities. Original text: https://www.letta.com/blog/ai-agents-stack (Translated by ChatGPT) Understanding the Ecosystem of AI Agents While there are many maps of agent technology stacks and markets available, we often disagree … Read more
Exploring the World of Multimodal Agents: Introduction to the Phidata Framework With the development of artificial intelligence technology, the application of multimodal agents is becoming increasingly widespread. Phidata, as a powerful framework, allows users to build multimodal agents with memory, knowledge, tools, and reasoning capabilities. This article will delve into the features, application scenarios, and … Read more