Previously, I have written many articles introducing RAG implemented based on Azure OpenAI. This article introduces the implementation of RAG through Phi-2 and LlamaIndex. LlamaIndex is an open-source framework that effectively builds LLM applications when used in conjunction with Hugging Face Transformers, providing convenient methods for setting up databases and retrievers. The community activity of … 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
Followinglast week’sthoughts on Type 1 and Type 2 tasks, I reflected on my Type 1 tasks (tasks that can be done better than AI). As a data engineer, what can be done at this stage is to apply AI to various aspects of data development, including: data integration, SQL generation, data quality checks, Gen BI … Read more
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
AI Agent Early Insights How far have large models developed? With the explosion of intelligent Agents, what can they actually do? Today, we introduce an open-source Agent that you can start using ahead of others! What is an Agent? An Agent is a computer program or entity that can make autonomous decisions, execute specific tasks, … Read more
More AI Open Source Tools: https://www.aiinn.cn/ Phidata is a framework for building multi-modal agents. Using Phidata, you can: build multi-modal agents with memory, knowledge, tools, and reasoning. Establish a team of agents that can collaborate to solve problems. Chat with your agents using a beautiful Agent UI. 16200 Stars 2200 Forks 28 Issues 82 Contributors … Read more
Phidata is a framework designed for building AI agents with memory, knowledge, and tools. https://www.phidata.com/ https://github.com/phidatahq/phidata https://docs.phidata.com/introduction Three Aspects of Phidata Enhancing LLM Functionality: Memory: Phidata stores chat history in a database, allowing large language models to support longer conversations, thereby better understanding and tracking the context of dialogues. Knowledge: By storing business-relevant information in … Read more
Project Overview Phidata is an open-source framework designed to build automated assistants (intelligent agents) with memory, knowledge, and tool capabilities. This framework addresses the limitations of existing large language models (LLMs) in terms of context and their inability to perform actions by adding a database to store chat history, a vector database to store business … Read more
Phidata: A framework for building AI assistants using LLM function calls, allowing LLMs to intelligently choose actions based on responses by executing functions. The assistant has built-in memory, knowledge, storage, and tools, making it easy to build various applications such as knowledge assistants, data assistants, Python assistants, customer assistants, research assistants, marketing assistants, travel assistants, … Read more