Chief AI Sharing Circle

Introduction Retrieval-enhanced generation (RAG) is a powerful technique that combines the benefits of large language models with the ability to retrieve relevant information from a knowledge base. This approach improves the quality and accuracy of generated responses by basing them on specific retrieved information.a This notebook aims ...

INTRODUCTION BM25 Retrieval Augmented Generation (BM25 RAG) is an advanced technique that combines the BM25 (Best Matching 25) algorithm for information retrieval with a large language model for text generation. By using a validated probabilistic retrieval model, this method improves the accuracy and relevance of the generated responses....

Comprehensive Introduction Bambo is a new type of proxy framework, which is lighter and more flexible than the mainstream frameworks, and can handle a variety of load tasks.Bambo achieves efficient proxy functionality by defining all the tools in the tools directory, and using asynchronous custom functions. Users can use the llm_client.py file...

  Data from the World Meteorological Organization (WMO) shows that in the past 50 years, an average of one weather, climate, or flood-related disaster has occurred every day, resulting in 115 deaths and $202 million in economic losses every day. Therefore, building more accurate weather forecasting systems will help save...

  Leaky pipes are an undetectable enemy in the battle to conserve water, leading to a global average of 301 TP3T of piped drinking water loss, and in some regions as much as 701 TP3T. In some regions, the rate is as high as 701 TP3 T. These leaks are often difficult to pinpoint, but an innovative AI technology is changing that...

Both ChatGPT and Claude have introduced special modes to facilitate the writing of longer articles. This time, we will unbox these two new services, learn how they are used and their features, and try to figure out the most appropriate way to apply them. Imagine a scenario where you are using AI to write a longer article, such as a project proposal or deep...

General Introduction LAMBDA (Local Auto MailBox Draft Assistant) is a localized AI email automation system designed to learn from a user's email style and generate a draft response for every unread email in the Gmail inbox. The system does this by extracting the user's email communication patterns, making...

Comprehensive Introduction Marco-o1 is an open reasoning model developed by Alibaba International Digital Commerce Group (AIDC-AI) to solve complex real-world problems. The model combines Chain of Thought (CoT) fine-tuning, Monte Carlo Tree Search (MCTS), and innovative reasoning strategies to optimize complex problem solving any...

Comprehensive Introduction Laminar is an open source AI engineering optimization platform focused on AI engineering from first principles. It helps users collect, understand, and use data to improve the quality of LLM (Large Language Model) applications.Laminar provides a comprehensive chain of observability, text analysis, evaluation, and cueing...

General Introduction MagicQuill is an open source AI interactive image editing tool jointly launched by Hong Kong University of Science and Technology (HKUST), Ant Group, Zhejiang University and University of Hong Kong. The tool aims to achieve precise localized editing of images in an intelligent and interactive way.MagicQuill provides a user-friendly interface...

General Introduction Translation Agent WebUI is a Gradio-based web user interface designed for Andrewyng's translation-agent. The tool is able to automatically detect the language of the input text, and performs a word-splitting process on the text, highlighting the differences between the different translations...

INTRODUCTION Data chunking is a key step in Retrieval Augmented Generation (RAG) systems. It breaks large documents into smaller, manageable pieces for efficient indexing, retrieval, and processing. This README provides an overview of the various chunking methods available in the RAG pipeline. https://github.com/adithya-...

One of the biggest breakthroughs in the field of AI this year should be in the field of programming, AI programming tools like Cursor and v0 dev have not only drastically lowered the threshold of programming for the average person, but also allowed professional programmers to dramatically increase their development efficiency. But all the news we hear is about high school students who can't program,...

Comprehensive Introduction MegaParse is a powerful and versatile document parsing tool designed to optimize data processing for the Large Language Model (LLM). Whether you are working with text, PDF, PowerPoint presentations or Word documents, MegaParse makes it easy and ensures that the parsing process is not...