Getting Started with Google Vertex AI API and LangChain Integration

Getting Started with Google Vertex AI API and LangChain Integration

Click 01 Muggle Community Follow the official account, and you won’t get lost in AI learning Google recently released its latest and most powerful language model – Gemini. This significant advancement marks the beginning of a new era in the field of artificial intelligence and provides developers and businesses with unprecedented opportunities. Starting from December … Read more

LlamaIndex: A Data-Focused LLM Framework Similar to LangChain

LlamaIndex: A Data-Focused LLM Framework Similar to LangChain

Welcome to LlamaIndex πŸ¦™ LlamaIndex (formerly GPT Index) is a data framework for ingesting, structuring, and accessing private or domain-specific data for LLM applications. πŸš€ Why Choose LlamaIndex?[1] At their core, LLMs provide a natural language interface between humans and inferred data. The widely available models are pre-trained on a large amount of publicly available … Read more

LlamaIndex Practical Application – QueryEngine – Retriever

LlamaIndex Practical Application - QueryEngine - Retriever

1. Overview The retriever is a part of the query engine, responsible for obtaining the most relevant context based on user queries (or chat messages). It can be built on existing indexes but can also be defined independently. It serves as a key building block for query engines (and chat engines) to retrieve relevant context. … Read more

LlamaIndex Practical Guide – Overview of Query Engine Usage

LlamaIndex Practical Guide - Overview of Query Engine Usage

Overview The Query Engine is a generic interface that allows you to query data. It accepts natural language queries and returns rich responses. It is typically (but not always) built on one or more indexes through a retriever. You can combine multiple query engines to achieve more advanced functionality. Note: If you want to have … Read more

Getting Started with Amazon Bedrock and Claude 3

Getting Started with Amazon Bedrock and Claude 3

New Insights from Cloud Tech Blogger A loud bang echoed in the sky! Anthropic’s latest advanced foundational model, Claude 3 Sonnet, has officially landed on Amazon Bedrock! Cloud Tech Blogger: Florida Little Li Brother (Li Shaoyi) has already hands-on experienced Claude 3 and compiled a detailed tutorial, come and take a look! There are also … Read more

Cursor Practice: Automated Documentation Generation System

Cursor Practice: Automated Documentation Generation System

Click the “blue text” above to follow us! As a seasoned Cursor enthusiast, today I want to share an interesting practical case – using Cursor to create an automated documentation generation system. Zhuge Liang: “My dear, I heard you have been troubled by writing documentation recently?” Ma Su: “Yes, strategist, writing API documentation takes a … Read more

Optimizing Token Usage with Prompt Adjustment

Optimizing Token Usage with Prompt Adjustment

In the previous article, I introduced how to deploy large models locally on Mac computers. By customizing prompts, various needs such as domain extraction can be achieved. However, in reality,<span><span> deploying large models locally</span></span> is not very friendly for individual developers. On one hand, it requires a significant investment to ensure that the hardware has … Read more

Deploy Open-WebUI With One Line of Code

Deploy Open-WebUI With One Line of Code

Introduction to Open WebUI Open WebUI (formerly known as Ollama WebUI) is a user-friendly web interface designed for Language Models (LLMs), supporting various LLM runners including Ollama and OpenAI compatible APIs. The project aims to provide users with an intuitive, responsive, fast, and easy-to-install chat interface. Features of Open WebUI ⭐ β€’ πŸ–₯️ Intuitive Interface: … Read more

Open Source Alternative to Cursor: Roo-Cline

Open Source Alternative to Cursor: Roo-Cline

From WeChat Official Account: OSC Open Source Community Link: https://www.oschina.net/news/328600 This article introduces an open-source alternative tool to Cursor. Roo-Cline is an autonomous coding agent running in an IDE, optimized for speed and flexibility, and is a branch of Cline. Its main features are as follows: Automatic approval for commands, writes, and browser actions Support … Read more