AI Knowledge Base

引言 在大型语言模型 (LLMs) 的应用领域，尤其是在检索增强生成 (RAG) 系统中，文本分块 (Chunking) 扮演着至关重要的角色。 文本分块的质量直接关系到上下文信息的有效性，进而影响 ...

速读 智能体记忆的挑战与Zep的创新 智能体（AI Agents）在复杂任务中面临记忆瓶颈。传统基于大型语言模型（LLM）的智能体受限于上下文窗口，难以有效整合长期对话历史和动态数据，限制了表现并易产...

This document provides a step-by-step guide to creating an automated workflow in Bit Flows. It shows how to set up triggers using WordPress and the "On Post Status Update" event and connect them to Google ...

Transcribed subtitles can be tagged with speaker labels and second timestamps, and can accurately recognize laughs and ringtones, and correctly identify songs. Limited by output tokens, up to about 15 minutes of audio can be transcribed. It can be tried quickly in Google AI Studio and finally...

Whether you're new to Microsoft 365 Copilot or a skilled veteran, whether you're using copilot chat, or using copilot in office 365, the copilot prompts thesaurus will help you fill...

This is a reprinted article, according to the previously written: "Using intelligent programming tools Trae to create an all-purpose writing platform", the next episode will be about how to use Trae to empower the local knowledge base, by the server crash restrained for two days, happened to read this article on the borrowed flowers, as the original article's sister...

A server crash resulting in loss of website data is nothing short of a disaster! If you are just a small website, can't afford to buy multiple backup servers and won't configure website backup, I hope it will be helpful for those who are facing the same problem. Applicable to Linux servers , to ensure the safety of website data , even if the server is damaged can be restored ...

在人工智能和大型语言模型 (LLMs) 领域，Ollama 框架的出现无疑吸引了众多目光。这款开源框架专注于简化大型语言模型在本地的部署和运行，让更多开发者能够轻松体验 LLM 的魅力。然而，放眼市场...

What would happen if smart programming tools were used for automated writing? It would likely be a descending blow... Why is that? Intelligent programming tools, as represented by Trae, have the following advantages over general writing tools: Better models would be used, such as Claude3.5-Sonn...

Recently, the DeepSeek API key has been stuck badly, which has made a lot of developer friends using cline difficult. So, are there any other good tools in AI programming? The answer is, of course, Cursor! However, for various reasons, many friends may not be able to...

With AI technology changing rapidly, Microsoft 365 Copilot, as a powerful productivity tool, is gradually changing the way people work. And the emergence of Copilot Studio provides users with the ability to customize even further...

Recently, the Qwen team has released a series of Qwen2.5-VL Use Case Notebook examples that demonstrate the power of native models and APIs. The purpose of this carefully crafted Notebook is to help developers and users gain a deeper understanding of...

In recent years, Large Language Modeling (LLM) technology has been developing at an unprecedented rate and gradually penetrating into various industries. At the same time, there is a growing demand for local deployment of LLMs.Ollama, a convenient local large model deployment tool, is recognized for its ease of use and its support for DeepSe...

DeepSeek as AI big model session of the top stream, came out of nowhere, forcing the GPT-5 and Baidu Wenxin Yiyin have lowered their heads for free. There are more than 100 platforms online DeepSeek, but not every one of them is easy to use. Many platforms have several fatal problems: ...

A brief analysis of Cursor's three modes of prompt design 1. Cursor Chat Mode: Simple and direct code editing instructions Features: Chat Mode's prompts are designed to be simple and clear, with a focus on providing direct code editing and generation instructions. It emphasizes ...

Step 1: Install the "magic tool" Ollama 🚀 (Windows computers look here!) What is Ollama? 🤔 Again, Ollama is a "magic toolbox" that makes it easy for you to run all kinds of awesome AI models, like the one we're using today...

Running DeepSeek-R1 with an RTX 4090 graphics card, it is recommended to prioritize the 671B full-blooded version of the Q4_K_M quantization, followed by the 14B or 32B quantized version, provided that it relies on KTransformers, and if it is a pain in the ass to learn, you can choose Unsl...

A. Does 360 have access to DeepSeek? The answer is yes. 360 Group announced in January 2025 that it would provide network security protection for DeepSeek free of charge, and opened a DeepSeek high-speed private line in its product "Nano AI Search". The dedicated line is available through...

First, the core positioning of the relationship between the two parties According to public information, 360 and DeepSeek have not established a direct equity relationship or traditional business cooperation, but there is an indirect association of technical synergy and strategic support. For example, 360's Nano AI Search APP integrates DeepSeek-R...

Yes, 360's "Nano AI Search" does have a PC version, and you can use DeepSeek-R1 full-blooded version for free! 1. The official PC client is now online According to the official release of 360, the "Nano AI" Windows desktop version of the client released on February 11, 2025,...

360 DeepSeek and the original version of the difference Here from the functional positioning, the actual performance, technical differences between the three perspectives to help you clear the difference, after reading you will know how to choose 👇 First, the functional positioning is different The original version of DeepSeek: divided into two "brain" to work V3 model (default): like ...

First, the official entrance and download 360 Nano Search App (recommended) Download address: search for "Nano Search" in the app store or visit Nano AI Search. Function Description: Integrated DeepSeek-R1-360 high-speed dedicated line, fast response time and free. Support switching other ...

DeepSeek Model Local Deployment Hardware Requirements Analysis Core Hardware Elements Analysis The hardware requirements for model deployment mainly depend on three dimensions: Parameter magnitude: 7B/67B and other models of different sizes vary greatly in terms of video memory requirements, the largest DeepSeek R1 671B Ben...

The core of the problem is not deepseek, there is no difference between deepseek and other big model usage techniques, you can learn a lot of usage techniques in AI commands, and regarding deepseek-specific techniques, you need to know that DeepSeek-r1 belongs to the inference model...

I. Impact and Challenge: Reconfiguration of Brick-and-Mortar Customer Traffic and Price System Basic Consulting Substitution and Price Transparency DeepSeek may accelerate the loss of low-value customer traffic in brick-and-mortar stores by lowering the threshold for consumers to access professional information. For example, in the pharmaceutical retail sector, consumers can use AI assistants to quickly obtain...

When building a RAG system, choosing the right Embedding model is a crucial step, here are my key factors and suggestions to consider when choosing an Embedding model for your reference: Clarify the application scenarios First of all, it is necessary to clarify the specific application scenarios of the RAG system and...

在人工智能领域，模型的选择至关重要。OpenAI 作为行业领导者，提供了两种主要类型的模型系列：推理模型 (Reasoning Models) 和 GPT 模型 (GPT Models)。前者以 o ...

😊 😊‍‍‍‍‍ ‍‍‍‍‍‍‍‍‍‍‍‍‍ ‍‍‍‍‍‍‍ ‍‍‍‍‍‍‍‍‍‍ ‍‍‍‍‍‍‍‍‍‍‍‍‍ The above two emoticons look the same. If you copy the second emoticon to DeepSeek-R1...

For DeepSeek-R1 in daily office use, directly in the official website is the best choice, if you have other concerns or special needs... If you have other concerns or special needs, you must deploy DeepSeek-R1 locally (with a one-click installer), here's a tutorial for you. If...

发现一篇好玩的论文《Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs》，主题是分析o1 类推理模型 思考路径频...

导读 在人工智能科技的浩瀚星空中，深度学习模型以其卓越的性能，驱动着诸多领域的创新发展。然而，模型规模的持续膨胀，如同双刃剑，在提升性能的同时，也带来了算力需求与存储压力的剧增。特别是在资源受限的应用...

DeepSeek introduces a series of advanced inference models that challenge OpenAI's industry position and are completely free and unlimited in use, benefiting all users. In this paper, we describe how to use Hugging Face's Medical Mind Chain dataset to model DeepSeek...

Recently, the sale of DeepSeek installers on Taobao has attracted widespread attention. It is surprising that some businesses are profiting from this free and open source AI model. This is also a reflection of the fact that the local deployment of DeepSeek models is...

DeepSeek Practical Integration Project, aims to list the excellent integration tools and applications emerging from DeepSeek's big model ecosystem, and facilitate users to quickly understand and use DeepSeek's powerful capabilities. Through the DeepSeek Open Platform, developers can easily access AP...

摘要 尽管大型语言模型（LLMs）表现出色，但它们容易产生幻觉并生成事实不准确的信息。这一挑战促使人们努力进行属性文本生成，促使LLMs生成包含支持证据的内容。在本文中，我们提出了一种名为Think...

导读 本文档旨在通过一系列提示词示例（部分），帮助读者快速理解并掌握提示词工程的核心概念与应用。这些示例均源自于一篇关于提示工程技术系统综述的学术论文（《The Prompt Report: A Sy...

ChatGPT's image recognition capabilities, powered by OpenAI's gpt-4o, gpt-4o-mini, and gpt-4-turbo models, perform well in many scenarios, but accuracy is not absolute. Here are the key points that affect its performance: ...

Last week, Google DeepMind released Gemini 2.0, which includes Gemini 2.0 Flash (fully available), Gemini 2.0 Flash-Lite (new cost-effective) and Gemini ...

Introduction: OpenAI's O1 and O3-mini are advanced "reasoning" models that differ from the base GPT-4 (commonly referred to as GPT-4o) in the way they process hints and generate answers. These models are designed to spend more time "thinking" about complex problems...

AlsoAsked is a tool that focuses on keyword research and search intent analysis. With real-time access to Google's "People Also Ask" data, AlsoAsked helps users understand searcher's intent and needs so that they can...

《Titans: Learning to Memorize at Test Time》原文：https://arxiv.org/pdf/2501.00663v1 Titans 架构 非官方实现：htt...

In the previous article "Local Deployment of DeepSeek-R1 and WeChat Bot Access Tutorial", we realized the local deployment of DeepSeek-R1 and access to the WeChat Bot, so that it can chat with us, today, I want to share with you a more interesting way to play: how to give our...

对于任何需要检索增强生成 (RAG) 系统的应用来说，将海量 PDF 文档变成机器能读懂的文本块（也就是 “PDF 分块”）都是个让人头疼的大难题。 市面上既有开源的方案，也有商业化的产品，但说实话...

It is important to realize that the original reasoning process of the o3 family of models is not shown to the user, you see the "summarized" reasoning process. Summarized reasoning is much more user-friendly and concise. Recently, it is suspected that there is a leak of the system prompts for the o3 series to process the reasoning process, learn about Open...

Prompts Why: Purpose: Interpret the core content of a book How: Methods: 1. Basic analysis: core ideas, book overview, key quotes 2. Advanced analysis: reading notes, mind maps, book FAQ 3. Suggested additions: action suggestions & cognitive...

Cue original You are an AI programming assistant. When asked for your name, you must respond with "GitHub C...

Today we introduce you to a powerful open source multimodal model - Janus-Pro, the latest version of DeepSeek's Janus series. It can not only read pictures and answer questions, but also generate pictures based on text descriptions. In short, it integrates something like GPT-4...

Question: Knowledge graphs are important, DeepSeek language model is hot, can it be used to build knowledge graphs quickly? I'd like to try DeepSeek for real to see how it does at extracting information, integrating knowledge, and creating graphs out of thin air. METHODS: I did three experiments to measure...

Introduction In the wave of AI application development, the ability to think in multiple rounds is becoming the key to building smarter, more interactive applications.Dify, an open source generative AI application development platform, enables developers to incorporate multi-round thinking AI into real-world applications with unprecedented speed and ease...

Imagine having a private AI application that is self-contained, confidential, analyzes local text, provides accurate conversations at all times, and has networked search capabilities. In this article, we'll take you step-by-step through the process of building DeepSeek + Ollama...

These are the (minimal) instructions for deploying DeepSeek R1 671B (the full, unrefined version) locally using ollama. Recently some big guns have been running up Deepseek R1 671b for $2000, which is great for personal use. The model ...

About Copilot to create PPT, we have written an article: Copilot for PowerPoint through the file to create PPT Copilot for PPT new features: references to e-mail and meeting content for the generation of Today to share with you the ...

At the beginning of 2025, DeepSeek realized a performance similar to that of ChatGPT at a very low training cost, which brought a great shock to the global technology circle. As a domestic AI tool, DeepSeek not only has powerful performance, but also has a very low threshold for use, which really makes it "a handful of...

Do you want to use the Local Large Language Model (LLM) inside Obsidian, just like ChatGPT, and completely free of charge? If the answer is yes, then this guide is for you! I will walk you through installing and using Dee...

Recently, I found an eye-catching domestic open source AI knowledge base framework: KAG (Knowledge Augmented Generation). KAG is jointly launched by Ant Group, Zhejiang University and many other organizations, focusing on...

The main difference is that the level of review is different, and English content is naturally less filtered than Chinese content, see DeepSeek R1 Jailbreak: An attempt to break through DeepSeek's review mechanism. The tone of the Chinese answers to the questions is skewed towards "correct thinking". In the U.S. market, in order to satisfy the western users' need for information...

DeepSeek R1 官网越狱是非常好的实验环境，能触发到基本所有类型的审查机制，可以学习很多防御技巧，所以这是一篇大模型审查机制的学习文章，会带你看到历年来大模型越狱的示例。 大模型审查机制通...

The most basic ability of the big model is instruction following, with the document: OpenAI o3-mini system manual (in Chinese) uploaded as an attachment to allow DeepSeek-R1 and ChatGPT to write social media blasts respectively (here I used a completely inappropriate prompt...

原文：https://cdn.openai.com/o3-mini-system-card.pdf 1 引言 OpenAI o 模型系列使用大规模强化学习进行训练，以使用思维链进行推理。这些先进的推理...

DeepSeek-R1 API The standard model name is: deepseek-reasoner DeepSeek-R1 supports cached hits Cached hits are generally used for high-frequency inputs with few sample examples, large document inputs with multiple outputs (less than 64 tok...

文章速读 文章全面而深入地探讨了 大语言模型 (LLM) 规模定律（缩放法则/Scaling Law）的前世今生，以及 AI 研究的未来方向。作者 Cameron R. Wolfe 以清晰的逻辑和丰富...

Editor's Note: DeepSeek R1 is exploding in popularity, and a lot of people who didn't use AI much are now trying to chat with big models. Today's post is about how to properly talk to DeepSeek from the perspective of an inference model.Founder Park curated...

摘要 大型语言模型（LLMs），如OpenAI的GPT-4、Google的PaLM和Meta的LLaMA，通过实现类人文本生成和自然语言理解，极大地改变了人工智能（AI）。然而，它们对静态训练数据的依...

Overview DeepSeek is a groundbreaking open source big language model that revolutionizes AI conversational interactions with its advanced algorithmic architecture and reflexive chaining capabilities. With a private deployment, you have full control over data security and usage security. You can also flexibly adjust the deployment scheme...

Many AI services can use .edu student email address to enjoy discounts or even free of charge, the benefits do not need to say more, those who understand understand... The .edu suffix mailboxes are getting more and more difficult to register. Considering the difficulty of submitting the information and the holding time when registering, we will give you a relatively feasible plan at present. Pre...

Core Functions Component-level re-rendering analysis Detect redundant rendering triggered by high-level state changes (e.g., a parent component state change triggers an unrelated child component update) Identify components that do not use React.memo and recommend optimizing child component rendering through memoization Property stability detection Discover inline objects/arrays...

人工智能（AI）是一个迅速发展的领域。语言模型已经发展到能够让AI Agent执行复杂任务和做出复杂决策。然而，随着这些Agent的技能不断提升，支持它们的基础设施难以跟上。 LangGraph，这是...

Good New Year! Greetings to all of you! Recently, my circle of friends has been "screened" by news related to DeepSeek-R1, and I believe everyone has heard about our domestic open source model - DeepSeek! I'm sure you've all heard about DeepSeek, our homegrown open source model, and the tutorials on how to deploy DeepSeek-R1 locally have been...

Introduction Like many others, over the past few days my news tweets have been filled with news, praise, complaints, and speculation about the Chinese-made DeepSeek-R1 large language model, which was released last week. The model itself is being brought up against publics like OpenAI, Meta...

CORAG 的主要贡献总结 CORAG（Cost-Constrained Retrieval Optimization for Retrieval-Augmented Generation）是一种...

知识蒸馏是一种机器学习技术，目的是将预先训练好的大型模型（即 "教师模型"）的学习成果转移到较小的 "学生模型 "中。蒸馏技术可以帮助我们开发更轻量化的生成模型，用于智能对话、内容创作等领域。 最近 ...

最近，许多从事大模型训练和推理的朋友都在讨论模型参数量和模型大小之间的关系。例如，著名的羊驼系列 LLaMA 大模型，就包含了 LLaMA-7B、LLaMA-13B、LLaMA-33B 和 LLaMA...

A First Look at MCP MCP (Model Context Protocol), is a protocol developed to standardize how applications provide context for large models.MCP provides a standard way of providing data, tools for LLMs.Using MCP will make it easier to con...

The cue word is derived from the AI programming tool CodeGuide, which utilizes this cue word and the latest Deepseek-R1 model to achieve an o1-like response effect, replacing the o1 thought process and reducing the overall API cost by 50%. The cue word tech...

Tip Please perform a comprehensive security audit of the Cerebr-main browser extension, including an...

On the same day that Cline released the Plan & Act model, DeepSeek introduced the R1 model. An interesting phenomenon ensued: developers started spontaneously using R1 for the planning phase, while using 3.5-Sonnet...

Recently Cursor started to block the account, the client will appear prompt Unauthorized request, User is unauthorized Pro account in trying to switch Enable usage-based pric...

原文：https://arxiv.org/pdf/2412.15479 解读：此文章本身创新不多，应用意义也不大。不过，让我想起很久很久以前阅读的三篇高含金量的文章，阅读此文结合之前的三篇文章，希望给...

In the field of artificial intelligence and machine learning, especially when building applications such as RAG (Retrieval Augmented Generation) systems and semantic search, efficiently processing and retrieving massive unstructured data becomes crucial. Vector databases have emerged as a core technology to address this challenge. They are not only for storing high-dimensional ...

Xiaohongshu, a hot social e-commerce platform in China and even in Asia, has long gone beyond a simple shopping app to become a weathervane for young people's lifestyles and a new position for brand marketing. For overseas brands and individuals wishing to enter the Chinese market or reach young consumers, mastering Xiaohongshu...

没想到，AI 在编程领域掀起了半变天。从 v0 、bolt.new 再到各类结合 Agant 的编程工具 Cursor、Windsurf，AI Coding 已经具备 idea MVP 的巨大潜力。从...

Thanks to Tencent Cloud Cloud Studio, thanks to DeepSeek DeepSeek-R1 In today's world of rapid development of artificial intelligence and big model technology, more and more developers and researchers want to experience and fine-tune big models for themselves in order to better understand and apply these advanced techniques...

Most of the intelligences we developed in the past were in a fixed workflow mode, and very few of them followed the framework below to develop intelligences with autonomous decision making and autonomous use of tools. Two days ago, I shared browse, an open source Agent that can automate simple tasks using a browser...

Currently the mainstream document (or long paper) translation is generally used to convert the format, segmentation, and then translated, which requires specialized tools, such as: PDFMathTranslate, GPT Academic, etc. ... Of course, you can attach the document as an attachment...

开始之前，先了解几个“关键词”： 工作流 (Workflow)： 简单说，就是 “完成一件事的完整步骤”。 它像一份“说明书”，告诉你为了达成目标，需要做什么、按什么顺序做、谁来做。 输入 (Inpu...

Previously, we all know that Cursor has a 14 days and 500 free entries limit for new users. Normally, when the 14 days expire, you can cancel your account and re-register so that you can continue to have 14 days of experience. But! If used more than 500 times, C...

Once upon a time to share a lot of fun card map prompt word example, although fun, but the actual work found that there is no bird use. The reason is very simple: these card diagram prompt word template sample style code is generally fixed, the user's real intention and sample style does not match. Some people have done a more general prompt word adaptation: card map...

Information Overload in Equity Research is Real A common challenge when evaluating the value of a stock is: dealing with a large amount of information from multiple sources in order to make an informed investment decision. Traditional methods include: Collecting financial data from a variety of platforms. Reading multiple reports, news and other articles. ...

摘要 我们介绍了Zep，这是一种新型的智能体记忆层服务，在深度记忆检索（DMR）基准测试中，其性能超越了当前最先进的系统MemGPT。此外，Zep在比DMR更全面、更具挑战性的评估中表现出色，这些评估...

本文是“理解和部署智能体 AI”系列的一部分： 智能体 AI 系列 1：Devin 和 Agent Cursor 之间的比较 智能体 AI 系列 2：从思考者到执行者 —— 智能体 AI 的范式革命和...

"It's time to write SQL code again, can the AI assistant help today?" It's OK, supabase has official prompts, just copy them! Supabase Introduction Supabase is a PostgreSQL-based cloud data ...

Using big models for business data analysis is nothing more than generating text, SVG, Python, and what people need may not be the cue word, but learning these 9 models! 1.AARRR model (pirate model) 2.RFM model 3.Decision tree model 4.PEST analysis model...

When building large language modeling (LLM) applications, memory systems are one of the key technologies to enhance conversation context management, long-term information storage, and semantic understanding. An efficient memory system can help the model maintain consistency over long conversations, extract key information, and even have the ability to retrieve historical conversations...

Background The English-speaking world has a lot of writers who are good at writing for the web, with very different styles and a large training corpus, and AI is very good at imitating them. With the writing style of these people, the content is more understandable or has a logical framework, and it is easier to write explosive text. Features Input the writing topic, AI automatically analyzes the most matching...

Background In the design of customer service related dialogs, it is often necessary to let the user confirm the completion of the current action, and then perform the next action, there are two ways to achieve: 1. routing 2. prompt word 1. routing Generally by the big model to determine the user's state, and then perform the corresponding node service, which is the same as orchestrating the "smart...

I. Background Notes 1.1 The Need for .cursorules In Cursor, Rules for AI helps you set some basic rules for AI-generated code, such as style, naming style, etc. This way, both in code completion and command...

Qwen Chat, the overseas version of Qwen Chat, was released some time ago and was widely praised. Qwen Chat utilizes the second-developed Open WebUI chat interface to access the full range of big models of Qwen, and the Qwen2.5-plus closed-source modeling capability is very excellent....

One-click dressup is extremely hot. Today, we bring you a dressup workflow based on BizyAir cloud node, which is also on the OpenArt homepage. This workflow is based on FlUX.1 Fill and Redux models, and all of them are in Bizy...

Comprehensive Introduction Word Duo is a Google long-tail keyword mining tool designed for SEO optimizers, content creators and marketers. By automatically obtaining relevant search term suggestions from the Google search box and related questions in the search results, it helps users accurately mine long-tail keywords to improve SEO results overall...