Chief AI Sharing Circle

Q&A products such as ChatGPT and Kimi are using Agent conversations (the ability to invoke different tools to interact with the user), for example Kimi's tools have LLM conversations, link conversations, file conversations, and networking conversations. For example, ChatGPT, Wenxin Yiyin and Xunfei Starfire have also been extended with text-generated diagrams, code writing, math counting...

Author: Han Fangyuan, author of "Dify on WeChat" open source project 1. Overview WeChat, as the most popular instant messaging software, has a huge amount of traffic. WeChat's friendly chat window is a natural AI application LUI (Language User Interface)/CUI (Command User Interface). ...

Researchers have investigated a "jailbreak attack" technique - a method that can be used to bypass security fences set up by developers of large language models (LLMs). The technique, known as the "multisample jailbreak attack," works on Anthropic's own models as well as those produced by other AI companies. The researchers pre...

Original: https://arxiv.org/pdf/2210.03629.pdf Can't understand how ReAct works and applies even after reading it? See ReAct Implementation Logic in Practice with real-world examples. Abstract Although large-scale language models (LLMs) are useful in the tasks of language understanding and interactive decision...

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...

  ChatOllama is an open source chatbot based on LLMs. For a detailed description of ChatOllama click the link below. ChatOllama | Ollama-based 100% Native RAG Application ChatOllama's original goal was to provide a 100% Native RAG application...

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, ...

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 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 ...

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...