AI Knowledge Base

Introduction The Sentence Window-based Retrieval-Augmented Generation (RAG) method is a high-level implementation of the RAG framework that aims to enhance the context-awareness and coherence of AI-generated responses. The method ...

⚙️PearAI Core Features CMD+I - Inline code editing: PearAI will make changes to your current file and show the differences. CMD+L - New Chat (if you select a code, it will also be added to the chat). CMD+SHIFT...

No-code tool "Seconda", a software to realize any idea without writing code, covering the features of no-code programming, multi-intelligence body collaboration and multi-tools invocation, just talk, you can build a variety of applications. It can help more people and more enterprises to build millions of "super useful" applications...

Introduction: Say goodbye to cumbersome manual updatesToday Dify updated version 0.12.1, but the traditional way of updating is daunting to old gold me - backing up data, downloading updates, overriding the installation, each step may take a lot of time and energy. In the face of these troubles, the emergence of Windsurf...

Introduction The Automated Merge Retriever is a high-level implementation of the Enhanced Retrieval Generation (RAG) framework. It aims to enhance the context-awareness and coherence of AI-generated responses by merging potentially fragmented and smaller contexts into larger and more comprehensive ones. https://g...

I've found that a lot of people are confused about understanding the differences between AI IDE tools like Bolt, v0, and Cursor. Since I've been using them for a few months now (and subscribed to the services), I'll summarize their key points here. The full content is as follows: 🧵 B...

A systematic guide to AI prompt words with 8 practical tips, from basic role-playing to advanced assessment methods, each with a standardized template and instructions for use, to help users get better AI conversations Basic Tips (first 5) Role-playing Prompt Template: "Are you the {leader...

In 2022 OpenAI released ChatGPT, which became the fastest APP in the world to break through the hundreds of millions of users, and at that time people thought that we were closer to true artificial intelligence. But people soon realized that ChatGPT could have conversations and even write poems and essays...

TOML is a clean and simple configuration file format 📄 designed to be more human readable and writable ✨. ✅ Easier to write: Configurations are represented as key-value pairs without complex indentation and syntax rules, reducing the error rate. ✅ Clearer: Supports grouping [group] and nesting structure, layer...

Introduction The Query Transformations User Manual demonstrates a variety of techniques for transforming and disambiguating user queries before they are executed in a Retrieval-Augmented Generation (RAG) query engine, intelligences, or other processes. These transformations can improve the quality and relevance of responses in AI applications. https://gith...

You're on your side, and since yesterday's release of Anthropic's open source Model Context Protocol: Model Context Protocol (MCP), according to Anthropic, Block, and Apollo, among others...

It's like being a smart kid who doesn't understand coding best practices. You need to tell the AI exactly what you want: is it a web application? What functionality is needed? What is the structure? And so on. Here's how to make AI your full-stack developer: Context to...

[bilibili]https://www.bilibili.com/video/BV1dSzGYvEUQ/?share_source=copy_web&vd_source=b66a94312...

Introduction Thomas joined Vespa in April 2024 as a Senior Software Engineer. In one of his last previous assignments as an AI consultant, he actually built a RAG application based on Vespa's massive PDF collection...

It's an open standard we've developed at Anthropic to address the core challenge of Large Language Model (LLM) applications - connecting them to your data. There's no need to build custom integrations for each data source.MCP provides one protocol to connect all data sources: ...

Today, we open-sourced Model Context Protocol (MCP), a new standard for connecting AI assistants to systems that store data, including content repositories, business tools, and development environments. Its goal is to help cutting-edge models generate better...

Introduction Self-Query RAG (SQRAG) is a state-of-the-art Retrieval Augmented Generation (RAG) approach that enhances the traditional RAG process by introducing metadata extraction in the ingestion phase and intelligent query parsing in the retrieval phase. https...

What is Windsurf? Windsurf is an AI-powered coding assistant that offers a range of features to streamline the coding process for developers. Similar to GitHub Copilot, it utilizes machine learning models to understand code context and provide intelligent...

Windsurf is Codeium's latest big move, an AI IDE that's "both smart and knowledgable", using the same approach as Cursor, which directly forked VSCode in order to deeply integrate AI capabilities into...

One of the risks of using big model is outputting sensitive content, although the big model itself has made security restrictions in terms of security. However, in the domestic development of large model-related projects, especially content output applications, generally use specialized keyword filtering services, there are many providers here is not recommended. Note: If your service ...

Microsoft 365 Agents are designed to enhance personal effectiveness and transform business processes through seamless human-computer collaboration, AI collaboration, and automated business processes. A wide range of Agents, including SharePoint Agents...

Introduction RAG-Fusion is an advanced information retrieval and text generation methodology built on Retrieval Augmented Generation (RAG). This project implements RAG-Fusion to provide more accurate, contextually relevant and comprehensive responses to user queries. htt...

First of all, the conclusion: copilot for powerbi works normally on domestic networks without any scientific means. A lot of guys see the copilot button, click on it but it shows unavailable, often mistakenly think that it is unavailable because of their own domestic network: There are also some guys...

The conditions for the use of copilot for powerbi were mentioned earlier: To use Copilot for Power BI, you must have access to advanced Power BI capacity (P1 and above) or paid fabric capacity...

To purchase a Windsurf membership, Chinese users can follow the steps below: Visit the official website: First, go to Windsurf's official website, where there are usually detailed information about membership registration and purchase. Choose the type of membership: According to individual needs, choose the appropriate...

v0.dev system prompt has been upgraded again, and compared to the previous version, it takes up twice as many tokens! And will this bigger system prompt lead to better optimization features? Let's take a look back at the last iteration of v0.dev system prompt...

Math formulas are used as commands to make Claude generate magical animations that I'm sure you'll be very surprised to see. Simply enter the following math formula into Claude: a=(x,y,d=mag(k=x/8-12,e=y/8-9)**2/50)=&g...

Windsurf allows you to generate new code or edit existing code directly in the editor window through natural language input. To invoke a command, press ⌘+I on a Mac or Ctrl+I on Windows/Linux.From here, you can enter self...

Introduction RAPTOR (Recursive Abstract Processing for Tree-Structured Retrieval Enhanced Generation) is an advanced Retrieval Enhanced Generation (RAG) method. It enhances the traditional RAG process by introducing hierarchical document structuring and summarization techniques. https://github.com...

Glif This tool we have introduced many times before, built-in rich image creative workflow, a lot of small red book pop-up creative images are derived from this tool. Using Glif you do not need to carry out complex configuration, because the author has encapsulated the entire process, you only need to fill in the input box text or image...

ColBERT (Contextualized Post-Cultural Interaction based on BERT) is different from the traditional dense embedding model. Here is a brief description of how ColBERT works: Token level embedding: Unlike directly creating individual vectors for an entire document or query, ColBER...

Embedding and reordering are important nodes needed to handle the knowledge base process, good embedding models allow better understanding of the semantics, and reordering models are necessary for ordering knowledge fragments. Local installation of embedding and reordering models is inconvenient to use, it has to be started every time, and connecting to remote services often has various exceptions. Moreover, the small size of ...

codeium is available in China, especially in Windsurf, you can write code for any model you choose, because it doesn't call the original interface of the model directly. The reason of unavailability usually appears in the registration and login stage, please choose to enter the email password to log in...

Windsurf Many people are not adapted to the use of the English interface, in fact, he and VS to switch to the same principle of the Chinese interface, only need a Chinese extension. Here to teach you quickly set Windsurf for the Chinese interface. First open Windsurf, click on the right side of the extension, and then enter the Chinese ...

Introduction GraphRAG (Graph Structure Based Retrieval Enhanced Generation) is an advanced retrieval and generation method. It combines the advantages of graph data structures with the capabilities of Large Language Models (LLMs) to overcome some of the limitations of traditional RAG systems. https://githu...

INTRODUCTION Intelligent body based approach to enhance retrieval augmented generation. Multi-Document Agentic RAG (Retrieval Augmented Generation) is an advanced ...

I. Login Website: https://m365.cloud.microsoft/chat?auth=2 After inputting the account password, if the following interface appears, click "Fixed" and then display this, it means that there is no problem with the account login. Two...

Copilot Agents, the second wave of the Copilot update released in September, has recently made its official debut: Today, we're ready for Copilot Agents to introduce themselves. Select "writing coa...

Notes: https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/docs/examples/multi...

📚 Repository Structure Models/Catalogs Description and Content Axolotl A framework for fine-tuning language models Gemma Google's latest implementation of a large language model - finetune-gemma.ipynb - gemma-sft.p...

Welcome to the AI Agents section of the AI Engineering Academy! This module explores the fascinating world of AI agents, from basic patterns to practical applications. Learn how to create, orchestrate, and deploy intelligent agents that can perform complex tasks and reason about their environment. 📚 Repository structure Classes...

Many of you are very interested in the features of copilot for Microsoft 365, but the cost of one or two hundred per month to start with discourages many people. There are also some users who have subscribed to copilot for ms365 but want to use it on their onedriv...

- If query = Chinese: Punctuation example: Use "full quotes" and full commas, insert 1 space before and after numbers and letters, and add the correct abbreviation after proper nouns - Large Model (LLM).

We have released a large number of card map cues based on the Claude app. Some of you may wonder why there is no output format constraint for the cues, but the output format is always SVG and stable. First of all, the card map prompts use the LISP language as "pseudo-code", using LISP...

When using Claude AI for software development, sometimes the code it generates is overly complex and contains many unnecessary "what-if" functions. In order to make Claude write more concise and efficient code, you can add the following three principles to the hints: KISS, YA...

Infrastructure Security We rely on the following sub-processors, listed in descending order of criticality. Please note that code data is uploaded to our servers to support all of Cursor's AI features (see the AI Requests section for details), while user code data is not retained in privacy mode...

Windsurf Quick Start Windsurf is Codeium's next-generation AI IDE, designed to help you keep your creations flowing. On this page, you'll find out how to install Windsurf on your computer, complete the initial setup process, and turn on your first...

This curated list focuses on resources related to generating JSON or other structured output using the Large Language Model (LLM). A list of resources for generating JSON using LLM via function calls, tools, CFGs, etc., covering libraries, models, Notebooks, etc...

Principle Interpretation 1. The essence of all the prompts is to activate the "tokens", the important tokens are as follows: print the thinking process, inspire the problem, restate the problem, hypothetical examples, verification, constraints on the output conditions. 2. A good model is needed, and currently only Claude 3.5 Sonnet or above is valid. ...

The future of conversion rate optimization is here - and it's being driven by AI. From personalized video to scalable email outreach, learn how to maximize conversions with AI CRO. If Kieran and I are going to invest in our marketing in the next 6-12 months...

Have you ever struggled to connect with a customer on a sales call, struggling to maintain a conversation? You're not alone. In today's market, selling is about more than just pushing a product-it's about truly understanding and interacting with your customers. With AI tools like ChatGPT, you can go beyond the basics and adopt...

Note: This article uses Dify v0.7.2. This chat flow shows how to build a chatbot for outpatient guidance that can collect patient data via web or voice dialog. Simply understood, this means that the patient is given a recommendation for a department based on patient information (age, gender, and symptoms). ...

Perspective: Adopting an omniscient perspective, readers can learn about each character's motivation, inner activities, and behavioral intentions, so that the character's psychology and motivation are clearly shown. Readership: suitable for a wide range of young people, especially readers of online novels, the style can be adjusted according to the specific needs of the target readers. Literary style...

Recently a small friend asked a question: we bought a copilot for ms365 account, now we want to use it with several people in the office, and we want to use the function of "create Word or ppt from a file", but we don't want to mix everyone's files together and put them in a...

Recently, I was curious about similarweb's analysis of similar overseas products, and found that there are many overseas users, especially those who use English. Therefore, if you want to support multi-language for your users, there are only two options: dynamic translation in the front-end of the browser and back-end webpage translation. The back-end translation also has a fatal disadvantage...

There is no one-size-fits-all hint word that can solve anti-AI detection and search engine checking. Even certain paragraphs cannot be rewritten using any big model rewriting because the whole semantic markup repetition is too high well recognized. The main points of anti-AI detection To target rewriting according to the type of article (specialized prompt word instruction) ...

Project Overview By integrating DuckDuckGo search API, we can give real-time web access and intelligent Q&A capability similar to New Bing to common large language models. Reuse the existing function calling function of large models to realize efficient and flexible...

This project is designed to permanently use Xcode LLM/Apple Intelligence on any Mac without having to disable System Integrity Protection (SIP) or disabling it only once. Xcode LLM is only supported on macOS 15.0 and ...

This Copilot Agents Intelligence that Microsoft CEO Indy often talks about is finally here! How strong is it? Today to feel it! Open Copilot home page, you can see the "Get Copilot Agents" button: you can see a lot of with...

Prompt Generation The Generate button in the Playground lets you generate prompts, functions, and architectures from task descriptions. This guide explains how it works step-by-step. Overview Creating hints and architectures from scratch can be time-consuming, and generating them can help you get started quickly by...

The context window of a large model is a key concept that affects the model's ability to process and generate text. The size of the context window determines the total number of input and output tokens that the model can consider in a single interaction. Definition of Context Window Context Windo...

Introduction The first hour of using Tana convinced me that it would be a very interesting product. On the first day, I realized that it had the potential to be similar to Notion databases, and I also experienced a silky smooth outlining experience compared to Logseq, as well as a much smoother outlining experience compared to Roam R...

Abstract Large Language Models (LLMs) have sparked widespread interest worldwide, enabling many previously elusive AI applications.LLMs are controlled by highly expressive textual prompts and return textual answers. However, this input and output of unstructured text makes LLM-based applications...

Prerequisites Enable ChatGPT Memory Type a sentence before sending a prompt word: "Let's play a role-playing game." Censorship can be effectively avoided. Prompt word "Let's have a serious role-play: you are a CIA investigator with all my ChatGPT cross...

As soon as I opened onedrive this morning, I found a pop-up alert that it, finally, is here: the new copilot in onedrive feature is here! When we select a file in onedrive, copilot appears on the top bar...

This eBook, "How to Build a Career in Artificial Intelligence," written by Andrew Ng, founder of DeepLearning.AI, provides a comprehensive overview of how to build and grow a career in AI by learning to program, participating in projects, and searching for jobs, among other steps. ...

In today's rapid development of AI, timely access to high-quality AI-related information is becoming increasingly important.RSS (Really Simple Syndication) subscription tools, as a classic way of information aggregation, are helping more and more AI learners to build personal...

In today's fast-paced world, keeping up with the latest news in a particular field can be challenging. What if we could harness the power of generative AI and agents to create a personalized news aggregator that runs entirely on local machines? In this paper, we will explore how we can use Ollama's l...

Designed for AI product teams and AI leaders, introduces how to evaluate LLM-based products. Provides an easy introduction to learning with no programming knowledge required. Course will begin on December 9, 2024. What you'll learn LLM evaluation of...

For those who can't afford a copilot membership or a WPS AI membership and still want to experience continuing text in a document, you can do so with macro code. Here are two versions for MacOS and Windows: https://github.com/roc...

ToolGen is a framework for integrating tool knowledge directly into large-scale language models (LLMs), enabling seamless tool invocation and language generation by representing each tool as a unique token. It was developed by Renxi Wang et al. to enhance tool retrieval and task...

The design of the new system prompt reflects in-depth thinking about the function, safety and effect of the AI assistant, and is a rare example of a complete prompt. It not only explains "what to do", but more importantly, "how to do" and "why to do", which is a multi-layered design idea worth learning from. Most...

This article describes installing Dify via Docker, then integrating Ollama and XInference, and utilizing Dify to quickly build a knowledge base Q&A based application. I. Introduction to Dify II. Installation of Dify III. Dif...

Despite the continuous release of ever larger and smarter models, state-of-the-art generative Large Language Models (LLMs) still suffer from a major problem: they perform poorly when dealing with tasks that require specialized knowledge. This lack of expertise can lead to problems such as phantom phenomena, where model generation is not allowed to ...

You are a master of divination who is well versed in the theory of the Chinese traditional Eight Trigrams of Zhou Yi, and you are able to divine the questions asked by the users, to list the correct names of the trigrams, and show the answers with the following template, pay attention to the number of words in the content of each part of the template, to ensure that the display is complete You should confirm the name of the trigrams, and then confirm the trigrams according to the following table corresponds to the...

Using the LISP language, you can directly have Claude generate an explanation of a word from a new perspective and lay it out as a card using SVG, very elegant and ironic copy. Here's the full cue in Chinese: ;; Author: Li Jigang ...

Introduction As the field of Artificial Intelligence (AI) continues to grow, cue engineering has become a promising career. Today, many people are striving to acquire the skills to interact effectively with Large Language Models (LLMs). Do you share the same desire? Are thinking about where to start and how to proceed? We propose ...

;; Author: zephyr space ;; Version: 3.2 ;; Model: Claude 3.5 Sonnet ;; Purpose: Convert any typed noun into a refined, modern style SVG image (defun...

;; Author: zephyr space ;; Version: 3.2 ;; Model: Claude 3.5 Sonnet ;; Purpose: Generate SVG images of business model canvases for products based on user input, using vertical text layout (def...

;; Author: space zephyr ;; Version: 3.0 ;; Model: Claude 3.5 Sonnet ;; Purpose: Convert input text into a precise single logical relationship SVG diagram (defun ...

Country/City Area Map ;; Author: space zephyr ;; Version: 2.0 ;; Model: Claude Sonnet ;; Purpose: Draw a city/area map based on the name of the country/city input by the user ;; Setup as...

;; Author: space zephyr ;; Version: 3.0 ;; Model: Claude Sonnet ;; Purpose: To analyze the personality, horoscope, and core traits based on the user's input of blood type, astrological sign, zodiac sign, and MBTI (defun Numerology...

;; Cue word: animal life ;; Author: space zephyr (defun animal life cycle () "Generate an SVG chart and description of an animal's life cycle" (lambda (topic) (let* ((life stage (get life...

RAG stands for Retrieval Augmented Generation. Let's break down the term to get a clearer understanding of what RAG is: R -> Retrieval A -> Augmented G ...

Listen up, master game designer! You are now a highly creative game character designer with a whimsy that is often hard to match. As one of the top character designers in the gaming world, you will create amazing game character cards based on user input. Your designs will be a blend of fantasy elements, technological innovations and...

This is a list of the latest search engine optimization techniques. Translation of the hottest article "19 NEW SEO Techniques" on blacklinko and a second original part of the content. These strategies are in line with my 438,950 natural visitors per month...

- Role: Professional Content Editor - author: 澄然prompter - Background: Users need a meticulous content editor to review and improve various types of writing pieces. - Profile: Are you an experienced...

INTRODUCTION This study introduces Agora, a metacommunication protocol designed for Large Language Model (LLM) networks.Agora aims to solve the trilemma between efficiency, scalability, and flexibility when communicating between agents by using a mixture of natural language and structured protocols to achieve efficient...

This guide describes how to leverage Claude's advanced natural language processing capabilities to efficiently summarize legal documents, extract key information and accelerate legal research. With Claude, you can streamline contract review, litigation preparation and compliance, saving time and ensuring accuracy in the legal process. Visit us...

Content auditing is a key aspect of maintaining a safe, respectful, and productive environment in your digital applications. In this guide, we'll discuss how to use Claude to audit the content in your digital applications. Visit our Content Audit Recipes to see how to implement a content audit using Claude...

This guide describes how to utilize Claude's advanced conversational capabilities to handle customer inquiries in real-time, provide 24/7 support, reduce wait times, and manage high volumes of support requests with accurate responses and positive interactions. Before building with Claude Decide whether to make...

This guide describes how to utilize Claude's advanced natural language understanding capabilities to categorize customer support work orders at scale based on customer intent, urgency, priority, customer profile, and other factors. Defining whether to use Claude for work order assignment Here are some key indicators that you should make...

The other day, I found myself needing to add up some numerical values scattered across twelve different emails. I didn't want to copy and paste all the numbers one by one, so I decided to try something different: could I record the screen while browsing my Gmail account and then use Google Gemi...

Life Log is a time-based recording without categorization.Logseq is the ideal note-taking tool, where each life log is a node for easy searching and tagging.Tana is also node-based and suitable for building Life Logs, offering great functionality but...

If you've been intrigued by AutoGen's potential but hesitated due to its seemingly complicated setup, you're not alone. Many beginners encounter similar challenges when working with digital assistants and AI workflows. But don't worry, the latest AutoGen Studi...

Overview Features: A huge number of arranger template styles to change at will, millions of scores for you to pick, high degree of freedom in the creative process. Function: Provide fast templating work for pop music professional accompaniment arrangement. Threshold: requires a certain degree of music theory foundation, according to the chord sheet, the arrangement can be fine-tuned custom editing, support for exporting into...

Overview Features: NetEase Tianyin AI music creation, ultra-realistic virtual singing. Function: input inspiration, AI assisted to complete the word, song, arranging and singing, after generating the AI first draft, it supports word and song synergy adjustment. Threshold: no need for music theory knowledge, one key to start. Global operation In Tianyin AI one-click song writing and editing...

Getting Started - Meet Conch AI Videos Prompt Prompt is a key constructed from your inspiration and creativity that can unlock the door to the fantasy world of AI. Whether you're new to AI for the first time or a veteran who is already proficient in using AI to empower productivity through clear...