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RAG: Retrieval Augmentation - Chief AI Sharing Circle

RAG: Retrieval Augmentation

RAG (Retrieve Augmented Generation) is a technique for optimizing the output of Large Language Models (LLMs) based on authoritative knowledge base information. This technique extends the functionality of LLMs to refer to the internal knowledge base of a particular domain or organization when generating responses to...

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GizAI integrates with mainstream commercially available generative AI tools, unlimited text, image, audio, and video generation tools, and it's all completely free!

GizAI is a one-stop platform with integrated AI generation, note-taking and cloud storage capabilities. Users can generate images, videos, audio, text, characters, stories, and games with GizAI, and can take collaborative notes and cloud storage on the platform.GizAI offers a wide range of AI tools to help users increase productivity and creativity, while protecting user privacy and not using user data for AI training without consent. GizAI is operated by Giz Inc. founded in Stripe Atlas and supported by programs such as Google for Startups Cloud, Microsoft for Startups Founders Hub, AWS Activate, and Paddle AI LaunchPad, among others.GizAI believes that using advanced, generative AI technology is everyone's right, offers a free ad-supported program, and allows users to generate, collaborate, and share content.

Proposition Retrieval: Proposition Retrieval - Chief AI Sharing Circle

Proposition Retrieval

Original text: "Dense X Retrieval: What Retrieval Granularity Should We Use?" Note: This method is suitable for a small number of models, such as the OPENAI series, the Claude series, Mixtral, Yi, and qwen. Abstract In open-domain natural language processing (NLP) tasks, ...

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LangFriend: a diary with long-term memory - Chief AI Sharing Circle

LangFriend: a diary with long-term memory function

Original article: https://blog.langchain.dev/langfriend/?t=ZMdNze4qQKvNzUMHPhQRfg LangChain is very much focused on the concept of memory, and it is customary for us to create sample apps to demonstrate the concepts we are focused on. For memory, we chose to create a journaling application (LangF...

Langchain-Chatchat Deployment Tutorial! Free open source commercially available, fully localized reasoning knowledge base enhancement solution - Chief AI Sharing Circle

Langchain-Chatchat Deployment Tutorial! Free open source commercially available, fully localized reasoning knowledge base enhancement solution

  Langchain Chatchat is a knowledge base enhancement solution that enables: fully localized reasoning, focusing on solving the enterprise pain points of data security protection and private domain deployment. Open source solution using Apache License, can be commercialized free of charge , no need to pay . Support for the market's mainstream local language ...

Effective Use of Language Models in Obsidian Notes

Today I read an article on Hacker News about a new plugin for Obsidian that integrates with ChatGPT. There are quite a few of these tools on the market and I'm happy to see the different ways people are applying them to Obsidian.They can help people make connections and give you more depth to your note content. There are reviews...

Claude's Cue Word: Code Generation Unit Testing

Cue word analysis 1. With the help of XML tags, textual cues are given a clear structure, which allows big language models to understand your instructions better. By the way, Claude 3 is very XML-friendly, and most of the high-quality cue word output is organized based on XML, and now I often draw on this...

A New Prompt Method - Analogical Prompting - Chief AI Sharing Circle

A new approach to Prompting - Analogical Prompting

Today I read an interesting paper "Large Language Models as Analogical Reasoners", which mentions a new approach to Prompt - "Analogical Prompting. If you are familiar with prompt engineering, you must have heard of "Chain of Thought" (CoT), which is an analogical method of prompting...

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