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Dify Raises $30M: Tomorrow's Organizations Will Be Built by People and Agents
Dify has raised $30M in a Series Pre-A funding round. Here's what we're building next for the open-source community and enterprise adoption.
The Human Input Node: Bringing Human Judgment into Automated Workflows
Dify v1.13.0 adds a Human Input node so workflows can pause for human review and resume with approved, edited, or rerouted decisions.
Dify v0.15.0: Introducing Parent-child Retrieval for Enhanced Knowledge
Dify v0.15.0 introduces Parent-child Retrieval to refine RAG by matching queries with small child chunks and enhancing context with larger parent chunks, to provide more precise and context-rich AI responses.
- Research
Build AI Applications, Not Platform Underneath: A Guide for IT Leaders
Here's how to build internal AI applications that reach production and survive the real world, without building the platform underneath them from scratch.
Dify
- Product
Grounding Dify Agents in Real Data: MongoDB Atlas and Voyage AI Are Now Native to Dify RAG Workflows
Dify and MongoDB make it easier to build grounded AI agents that retrieve, reason over, and act on real business data, without stitching together custom RAG infrastructure from scratch.
Dify & MongoDB
- How to
How to Add an AI Support Assistant to Your Website with Dify
Step-by-step tutorial on how to build, test, and embed an AI chatbot right into your website.
- How to
How Marketer Builds Reliable AI Workflows
Every marketer can write a prompt. Few have figured out how to scale them. Inside: three workflows marketing teams actually build. Got a repetitive task you wish was a template? You name it. We build it for free.
- Release
Build · Share · Earn: Dify Creator Center And Template Marketplace Are Now Live
A unified platform for creators to publish and for users to discover, enabling workflows to be quickly reused and adopted at scale.
- Research
From AI Experiment to Enterprise Platform: Why Most AI POCs Never Reach Production — And What to Do About It
Most enterprise AI POCs never reach production. This article explains the five key failure modes behind the "production chasm" and presents a practical five-stage framework for moving AI workflows from experiment to reliable, scalable enterprise operations.
- Research
Why Enterprise AI Workflows Keep Breaking - How IT Teams Are Finally Fixing It
Enterprise AI workflows fail when adoption outpaces IT governance, fueling Shadow AI risks. Blanket restrictions and point solutions fall short. Leading organizations are adopting centralized AI workflow platforms—shifting IT from gatekeeper to governed enabler—to ensure security, compliance, and scalability.
- Release
Dify 1.14.1: Workflows Become a Team Asset
Move workflows from “built” to “continuously used and reused,” so AI can fit into enterprise processes.
- Research
Software Engineering: Divide and Converge
From the Web Trio to AI-Era Pipeline Design
Luyu Zhang
- Research
The Missing Infrastructure for Real-World State
Information Asymmetry, Knowledge Representation, and an LLM-Enabled Framework
- How to
Get Started with Dify
In this guide, you'll learn the core fundamentals, find the right starting point for your first AI application, and grab useful resources to hit the ground running.
- Company
For those who always feel it can be better
This is a job ad.
- Company
Dify Achieves SOC 2, ISO 27001 & GDPR Compliance for the Second Year Running
Dify has completed SOC 2 Type II, ISO 27001:2022, and GDPR compliance for the second consecutive year, maintaining its consistently high standard of enterprise-grade security.
- How to
Designing Intent-Based Email Routing with Dify Workflow
Dify uses workflow-based intent routing to automatically classify and assign support emails while keeping decisions controlled and auditable. This approach improves routing consistency and helps support teams scale operations without losing stability.
Bobby Zhang
- Product
Dify Creator Center & Template Marketplace: Share Your Workflows
Dify’s new Creator Center and Template Marketplace let creators publish workflow templates and users discover and one-click adopt them, with optional PartnerStack affiliate linking to earn recurring commissions from subscriptions driven by template links.
- Product
Try OpenAI, Claude, Gemini & Grok Free on Dify Cloud
Supports OpenAI, Claude, Gemini, and Grok. Try curated templates with zero configuration.
- How to
Finance Automation in Action: How to Solve the "Credit First" Management Challenge with Dify Workflow
Dify built an auditable workflow that routes Mercury card transactions into QuickBooks with rule-based controls and exception review, cutting finance’s manual work to edge cases.
Peter Han & Hainan Li
- How to
Prompt Engineering for Workflow-Ready LLM Apps
Learn how to design prompts as product specifications, so LLMs produce stable, auditable, and structured outputs in real-world workflows.
Shani Su
- Release
Dify 1.12.0 Summary Index: From fragmented retrieval to full context
Summary Index lets you attach summaries to chunks so related content is returned together.
- How to
Connect InfraNodus GraphRAG as an External Knowledge Base in Dify
How to integrate InfraNodus as an external knowledge base in Dify, enabling GraphRAG-powered retrieval without data migration. It covers graph setup, API configuration, and workflow integration to improve contextual and high-level question answering.
Dmitry Paranyushkin
- Event
The European Roadtrip: 5 countries, 4 stories, and the year ahead
We toured 5 countries to witness a shift: builders across Europe are using Dify to turn AI novelty into practical, scalable, and real-world solutions.
Sijia Cheng
- Developer
Deploying Private AI Agents with Dify on NVIDIA DGX Spark
This solution provides a complete hardware-to-application stack for building enterprise-grade private AI agents locally.
- Product
Multimodal retrieval is now available in the knowledge-Base
Dify’s Multimodal Knowledge Base unifies text and images into a single semantic space, enabling accurate multimodal RAG and vision-enabled reasoning.
Zhenan Sun
- How to
Agentic RAG: Smarter Retrieval with Autonomous Reasoning
With Agent Node workflows, Dify enables Agentic RAG: unlike one-shot retrieval‑then‑generation RAG, the agent iteratively analyzes intent, selects tools and sources, rewrites queries, evaluates evidence, and retries or falls back. This boosts grounding and reliability, but adds latency, cost, and complexity overall.
Scarlett Mao
- Event
Dify Awarded a 2025 AWS Partner Award
Dify recognized as the Social Impact Partner of the Year, one of many AWS Partners around the globe that help their customers drive innovation.
- Product
Which Trigger Should I Use? —— A Beginner's Guide to Starting Dify Workflows
Dify Triggers unify scheduled execution, event-driven automation, and plugin integrations, enabling workflows to move from passive responses to fully automated, and scalable intelligence.
Peter Han & Sherry
- Product
Introducing Trigger
With Trigger, your Dify Workflows no longer have to wait for a manual click or API call. They can sit in the background, stay online, and automatically react to what’s happening in the outside world.
Leilei
- Product
Kakaku Accelerates AI Adoption with Dify: Fast, Secure, and Scalable
Kakaku.com adopted Dify Enterprise to turn scattered AI experiments into production-ready solutions in hours. Before long, 75% of employees had created nearly 950 internal apps, making AI a real force for company-wide innovation.
Jing Yan
- Product
Attention, Hijacked by 100 SaaS Tools
Rather than relying on manual clicks, we now subscribe to events.
Evan Chen
- Product
EdgeOne Pages Plugin: Rapid Deployment, Instant Validation
The EdgeOne Pages plugin on the Dify Marketplace enables instant deployment of ZIP or HTML files as public URLs, no setup required. Powered by Tencent Cloud EdgeOne’s CDN, it delivers secure, low-latency performance and automatic versioning, streamlining rapid prototyping and MVP testing so developers can focus on innovation, not infrastructure.
Tencent EdgeOne
- Product
Dify x TiDB: Supercharge Your Knowledge Pipeline with Distributed Vector Storage
Dify has integrated TiDB Vector into knowledge pipeline to support distributed semantic search, accelerate knowledge retrieval speed, and provide scalable context management functions for production-level AI applications.
- Product
Dify x Qdrant: Building and Powering the Next-Gen AI Applications
Dify now integrates Qdrant, a high-performance Rust-based vector database, delivering faster retrieval, hybrid search, and scalable performance for building reliable, production-ready AI and knowledge-based applications.
Anne Zhu
- Product
Structured Web Data, Simplified: Bright Data’s Web Scraper Extension Lands on Dify Marketplace
Dify has partnered with Bright Data to launch the new Bright Data Web Scraper plugin, enabling direct access to real-time, structured web data through the Dify Marketplace and enriching the Knowledge Pipeline with external knowledge sources.
Aileen Li
- Product
Dify x Tavily: Build Knowledge Pipelines from Live Web Data
Dify now supports Tavily, a web search API for AI and RAG workflows, enabling users to fetch and embed live web data directly into their knowledge pipelines to enhance accuracy and keep content up to date.
- Product
Why A Reliable Visual Agentic Workflow Matters
OpenAI's AgentKit reflects what Dify has long pursued: visual, reliable orchestration as the future of building with intelligence. Dify embodies this vision — an open, model-neutral platform enabling everyone, not just developers, to create together.
- Event
Get Ready for IF Con Tokyo 2025
On October 24, 2025, LangGenius will host IF Con Tokyo 2025 at Bellesalle Shiodome. The conference will launch the Japan Association for Dify, showcase AI adoption from PoC to scale, and offer panels, Q&A, and networking. Free admission with limited seats.
- Product
Knowledge Pipeline Plugin Ecosystem: Co‑Build Enterprise‑Grade RAG with Global Partners
Enterprise data processing requires specialized solutions beyond any single platform. Dify's Knowledge Pipeline serves 120+ countries including Fortune 500 companies through our open plugin architecture. We're now inviting data connectivity, document processing, and vector optimization specialists to join our partner ecosystem and build next-generation enterprise AI infrastructure together.
- Product
Introducing Knowledge Pipeline
An adaptable, scalable and observable RAG data processing pipeline that converts enterprise unstructured data into high-quality context usable by LLM.
- Product
Dify Integration with TrueFoundry's AI Gateway
Dify now integrates with TrueFoundry’s AI Gateway, bringing enterprise-grade infrastructure to your existing workflows. Teams can gain real time cost visibility, enforce security and compliance controls, and access 250+ LLMs while keeping Dify’s drag and drop simplicity to scale AI automation with confidence.
Dify & TrueFoundry
- Product
2025 Dify Summer Highlights
Dify’s summer updates in v1.7–v1.8 bring secure OAuth integrations, smarter workflow tools, and faster, more reliable execution—paving the way for upcoming Visual RAG Pipelines.
- Product
Dify x Arize: How to Evaluate, Monitor, and Improve Agents
At Dify, we’re committed to helping teams build reliable AI applications fast. To make it easier to evaluate, monitor, and improve agents, we’ve partnered with Arize to bring their observability tools—Phoenix and AX—into the Dify ecosystem.
Dify & Arize
- Product
Dify Enterprise Now Available in the Microsoft Azure Marketplace
Dify Enterprise is now officially available in the Microsoft Azure Marketplace with streamlined acuiqisition, making AI application development platform accessible to enterprises worldwide.
- Product
Dify v1.6.0: Built-in Two-Way MCP Support
Dify now integrates MCP natively, so you can use any MCP server as a tool or expose your Dify agents and workflows as MCP servers.
- How to
Build secure AI apps on Dify with Azure AI Content Safety Container Plugin
The Azure AI Content Safety Container Plugin brings seamless, real-time moderation to Dify apps, filtering harmful text and images with customizable controls. It offers robust, private deployment options and clear, actionable results to keep your platforms safe and compliant.
Jiqing You
- Product
Dify 1.5.0: Real-Time Workflow Debugging That Actually Works
Dify 1.5.0 eliminates workflow debugging guesswork by saving what nodes produce and tracking variables live. Developers can now test individual steps instantly without expensive reruns or manual input, turning guesswork into precision.
- Event
100K Stars on GitHub: Thank You to Our Amazing Open Source Community
We are proud to have surpassed 100,000 GitHub stars, a milestone made possible by our global open-source community.
- How to
Deep Research Workflow in Dify: A Step-by-Step Guide
Learn how to build a Deep Research workflow with Dify using three key components: loop variables, structured outputs, and Agent nodes.
- Company
Our Vision Takes Shape: Imagine if
From a single line of open-source code to defining our brand—two years on, we still embrace possibility and imagine the future together.
Levi Tian
- Product
Dify Integrates Palo Alto Networks Plugin for Enhanced AI Application Security
The addition of the PANW AI Security plugin enriches the Dify Marketplace ecosystem and provides Dify users with a crucial layer of enterprise-grade security.
- How to
Level Up Your Dify Chatbot: Integrating InfraNodus for Advanced Q&A and Idea Generation
InfraNodus analyzes knowledge graphs to generate questions from structural gaps, enhancing Dify apps for insightful Q&A and idea generation.
- How to
Turn Your Dify App into an MCP Server
With the mcp-server plugin, any Dify app can be turned into an MCP-compliant server endpoint, directly accessible by external MCP clients.
- Company
Meet Dify for Education
Make AI accessible and affordable to every campus worldwide.
- Product
Dify MCP Plugin Hands-On Guide: Integrating Zapier for Effortless Agent Tool Calls
Integrate Zapier's thousands of apps into Dify AI agents using the Model Context Protocol (MCP).
- Product
DupDub Plugins Land on Dify Marketplace with Advanced Audio AI Capabilities
The DupDub AI audio plug-in is now available in the Dify Marketplace, providing voice translation, voice cloning, speaker recognition, and text-to-speech capabilities to help users build more engaging AI applications.
Dify & DupDub
- Product
Dify x Open Audio: Expand Your AI with the Fish Audio Plugin — TTS and Voice Cloning Made Easy
Dify integrates Fish Audio from Open Audio, enabling AI apps with text-to-speech and voice cloning.
- How to
Building SSH Plugin with Cursor: A Codeless Approach to Server Management
The new SSH plugin enables AI-driven server management, automating deployments, file handling, script execution, and troubleshooting via secure remote access.
Steven
- Product
Enhance Dify RAG with InfraNodus: Expand Your LLM’s Context
Integrating InfraNodus with Dify RAG enhances AI responses by providing contextual insights, improving retrieval accuracy, and enabling better handling of broad queries through topic mapping and metadata enrichment.
- Product
Real-Time Interactive Voice AI Made Simple: Agora’s Conversational AI Extension Lands on Dify Marketplace
Agora’s Conversational AI Extension is now on Dify Marketplace, enabling developers to easily build real-time, low-latency voice AI agents.
Grace
- Product
Dify v1.1.0: Filtering Knowledge Retrieval with Customized Metadata
Today, we’re launching Dify v1.1.0 featuring Metadata as a Knowledge Filter, which enhances accuracy, security, and efficiency by allowing precise filtering and access control of data, crucial for effective retrieval-augmented generation (RAG) management.
Yawen
- Event
Dify.AI Showcases AI Innovation at NVIDIA GTC 2025
Dify will be at NVIDIA GTC 2025 from March 17th to March 21st at booth 3226 to showcase our latest innovations.
- How to
Beyond Translation: An AI Workflow for High-Quality Chinese Technical Content
Traditional translation struggles with technical articles, often producing unnatural "translationese." This article introduces an AI-driven workflow using multi-round reviews and rewriting techniques. It uses multiple LLMs to create high-quality, accessible Chinese technical content.
Gino
- Product
Dify Agent Node Introduction – When Workflows Learn “Autonomous Reasoning”
Dify's Agent Node acts like a brain within workflows, letting LLMs make decisions and handle tasks autonomously. Customizable "Agent Strategies" are plug-in logic modules that dictate how the LLM thinks and uses tools. This setup offers both flexibility and control.
- Product
Extension Plugin Endpoint: Bringing Serverless Flexibility to Dify
Introducing Dify’s new Endpoint, which lets Extension plugins handle custom HTTP requests and leverage reverse calls for greater flexibility. It enables features like custom web interfaces, OpenAI-compatible APIs, and asynchronous event triggers, expanding what’s possible within the Dify ecosystem.
Yeuoly
- How to
Dify x Brave Search: Supercharging AI Apps with Real-Time Search
Learn how to effortlessly integrate real-time search into your AI apps using the new Brave Search API plugin. Build intelligent agents, sophisticated workflows, and autonomous search capabilities—making your applications smarter and more responsive with Dify v1.0.0.
- Event
Dify to Showcase at 2025 AWS Summit Japan!
Dify will sponsor AWS Summit Japan 2025 at Makuhari Messe, demonstrating our latest features, including plugin system, Workflow Agent Node, and seamless AWS integration.
- Product
Dify Plugin System: Design and Implementation
Dify's new plugin system enhances flexibility and customization by decoupling modules, enabling independent operation and external integrations. It addresses prior limitations with features like a plugin marketplace, "Endpoint" plugins, reverse calls, diverse runtimes (local, SaaS, enterprise), and robust security, improving both user and developer experiences.
- How to
DeepResearch: Building a Research Automation App with Dify
DeepResearch automates multi-step searches and summarizes findings using LLMs. Built within Dify, "DeepResearch" uses nodes for iteration, search, and summarization, creating a workflow for efficient information gathering and report generation, saving time and effort.
Takashi Kishida
- Product
Dify v1.0.0: Building a Vibrant Plugin Ecosystem
Dify v1.0.0 sets the foundation for a thriving, open plugin ecosystem, enabling developers and enterprises to build, scale, and innovate with ease.
- How to
Building a Multilingual Document Translation Tool with Dify
This article will leverage DeepSeek R1, combined with Dify, an open-source low-code development platform, to demonstrate how to quickly build an enterprise-level multilingual document translation tool.
- How to
Adding MultiModal Capabilities to Deepseek R1 using Dify
On Dify, you can quickly build a bidirectional collaborative system based on DeepSeek R1 and multi-modal models through visual workflow design.
- How to
DeepSeek API Issues? Dify Keeps Your R1 Apps Running
Dify provides robust access to DeepSeek-R1, even with API instability. Integrate via the official API, multiple MaaS options, or local deployment for reliable, flexible LLM application development and consistent performance.
- How to
Dify x DeepSeek: Deploy a Private AI Assistant & Build a Local DeepSeek R1 + Web Search App
In this guide, we’ll show you how to deploy a private AI assistant using Dify and DeepSeek, and build a local DeepSeek R1 + Web Search AI app on your own infrastructure.
Allen
- How to
Dify work with Microsoft AI Search
Dify’s custom tool makes it easy to add Azure’s fast, AI-driven search via REST API.
Xinyu Wei
- Event
Dify Official Statement: Clarification Regarding Recent Misinformation
We have detected impersonators engaging in illegal activities unrelated to us; please rely on official channels and stay vigilant.
- Product
Introducing Dify Plugins
We're excited to announce the beta release of Dify Plugins - modular components that seamlessly extend your AI applications.
- Product
Dify v0.14.0: Boost AI Workflow Resilience with Error Handling
Dify’s new error management provides greater control and flexibility, enabling workflows to gracefully handle exceptions, prevent disruptions, and ensure reliable AI applications.
- Product
Building a Twitter MBTI Analyzer: A No-Code Journey with Dify and Windsurf
This article explores how to build an AI-powered product, “Twitter MBTI Receipt,” using Dify and Windsurf to analyze Twitter profiles and generate MBTI personality reports.
- How to
Enhancing GPT-Researcher with Parallel and Advanced Iterative Features
By automating research tasks through problem decomposition, parallel processing, and error handling, we can create faster, more reliable, and structured research reports.
- Event
Dify.AI x TechCrunch Disrupt 2024 Recap
We were selected for TechCrunch Disrupt 2024's Startup Battlefield 200 in SF. Our team showcased our enterprise AI development platform for three days, presented on the Builder Stage, and engaged with global developers to share our vision of simplifying LLM integration.
- Company
How Dify.AI powers the company that's powering the world
A leading consumer electronics company leverages Dify.AI to bridge technical and non-technical teams, streamlining AI integration. With Dify.AI, employees across all levels can create AI applications, boosting efficiency, enhancing customer insights, and driving real-world impact.
Gu
- Product
Introducing Workflow File Upload: Google NotebookLM Podcast Demo
We’re launching the file upload feature today, with a demo on using it in an AI podcast application.
- How to
Cross-Platform Copywriting with Dify
In Dify, not all nodes have a low entry threshold. Some nodes may be overlooked during the process of orchestrating flows, but combining them will unlock more possibilities for Dify in complex tasks. This blog will use the scenario of Cross-Platform Copywriting to demonstrate how to use template conversion nodes for type conversion, write session variables during iterations, accelerate flow processing in parallel, optimize streaming output experiences with multiple answer nodes, and explore more uses of code nodes.
Evan Chen & Lyson
- How to
How to configure and use OpenAI o1 models in Dify.AI?
OpenAI launches the o1 series models, excelling in complex reasoning. Dify.AI enables seamless integration of these models within an hour, offering developers efficient solutions. Check our documentation for detailed integration steps.
Xiaoyi
- Product
Dify v0.8.0: Accelerating Workflow Processing with Parallel Branch
We’ve enhanced Workflow with parallel processing capabilities in Dify v0.8.0. It can now run multiple branches simultaneously, enabling the parallel execution of various tasks. This new model significantly improves execution efficiency, helping LLM applications handle complex tasks more quickly and flexibly.
- Event
Dify.AI Selected for Startup Battlefield 200 at TechCrunch Disrupt 2024
We’re thrilled to share that Dify.AI has been selected to showcase at TechCrunch Disrupt 2024 as part of the Startup Battlefield 200, a preeminent competition for startups worldwide.
- Product
Partners with Takin.ai to Deliver Easier GenAI Education
We're excited to welcome Takin.ai, an innovative GenAI education startup, to be our education partner.
- How to
Dify Conversation Variables: Building a Simplified OpenAI Memory
Conversation Variables are short-term memory units employed by Dify to provide temporary storage in multi-turn conversations within chatflows. These variables enable us to retain important details between chat interactions, resulting in more contextually relevant responses. In the following section, I will demonstrate how to utilize Conversation Variables to emulate OpenAI's Memory Features.
- Product
Dify v0.7.0: Enhancing LLM Memory with Conversation Variables and Variable Assigners
Dify v0.7.0 tackles LLM memory limitations with Conversation Variables and Variable Assigner nodes. These features give Chatflow-built apps precise memory control, boosting LLMs' ability to handle complex scenarios in production.
- Product
Phasing Out N-to-1: Upgrading Multi-path Knowledge Retrieval
We're phasing out the N-to-1 retrieval strategy on September 1, 2024, and introducing a more flexible Multi-path retrieval strategy. We recommend switching to this new approach to boost your application's retrieval efficiency.
- Product
Introduction to DifySandbox
This blog thoroughly outlines the rationale, design principles, and implementation mechanisms that guided the development of DifySandbox.
- Product
DifySandbox Goes Open Source: Secure Execution of Code
Today, we're proud to announce that we've made DifySandbox open source for greater code transparency.
- Product
Enhance LLM Application observability on Dify with LangSmith and Langfuse
With simple configuration, you can now access detailed application data, making it easier to evaluate the cost, latency, and quality of LLM applications created on Dify.
- Product
Dify.AI x Firecrawl: A Top-Notch Solution for Web Data Knowledge Base
Dify v0.6.11 has just been released! We've integrated Firecrawl as our web data source solution, which greatly enhances the knowledge base of Dify.
- Product
Dify vs. LangChain
Compare Dify.AI and LangChain for enterprise AI application development. Learn about their scalability, flexibility, and efficiency to choose the best platform for your needs.
- Product
Workflow Major Update: Iteration, Parameter Extractor and Publish Workflow as a Tool
Since launching workflow v0.6.0, it has been popular among our users, with over 90% needing it for AI applications in business scenarios. Dify v0.6.9 introduces publishing workflows as tools, iteration nodes, parameter extractors, and enhanced node capabilities. We also offer a showcase to demonstrate their use, automating batch processing of your emails.
- Product
Introducing Dify Workflow
We’re thrilled to launch our new feature: AI Workflow. It enables predictable outputs with multi-step logic through an intuitive, drag-and-drop interface.
- Product
Dify.AI is now available on the AWS Marketplace
Perfect for small teams & service providers needing custom branding & flexible deployment.
- Developer
How to run open source model Gemma on Dify?
Explore how to leverage Google's Gemma, an open-source LLM, for integration with Dify. Discover tips for enhancing AI applications responsibly.
- How to
Your Guide to Building an AI Travel Consultant
Ever wondered how to leverage the latest AI technology for travel planning? This comprehensive guide on Dify.AI showcases how to build an AI travel consultant, making your trip planning effortless and efficient.
- How to
Unleashing AI in Finance: Building an AI Investment Analysis Assistant with Dify
Discover the step-by-step guide on constructing a sophisticated AI investment analysis assistant with Dify. Master the art of integrating AI into your financial analysis for smarter, data-driven decisions.
- Product
Dify.AI Unveils AI Agent: Creating GPTs and Assistants with Various LLMs
With Dify, you can create an AI Agent using any LLMs. Simply use instructions and combine various tools with additional knowledge bases to create a custom Assistant that's just right for you.
Pan
- Product
Dify Rolls Out New Architecture, Enhancing Flexibility and Scalability
We've totally revamped Dify's core architecture, moving to a more modular approach. Our latest Beehive architecture allows each module to stand on its own, enabling developers to adjust parts without affecting the overall structure.
- Product
Dify.AI v0.4.1 Release: The Model Runtime Restructure
We're rolling out a brand new Model Runtime architecture, replacing the pre-existing model interface built on LangChain.
- How to
Boosting Chatbot Quality & Cutting Costs with Dify.AI's Annotation Reply
This article introduces how to use Dify.AI's Annotation Reply feature to improve Chatbot reply quality and Reduce LLM token Costs.
- Product
Dify.AI Update v0.3.34
Dify.AI‘s v0.3.34 introduces features such as Annotation Reply, providing enhanced Q&A capabilities and more.
- Product
Dify.AI x Jina AI：Dify now Integrates Jina Embedding Model
Jina AI's jina-embeddings-v2, with a unique 8,192 token context, enhances RAG applications in Dify.AI's platform. It outperforms standard 512-token models, enabling richer, context-aware AI solutions and simplified development.
Dify & Jina
- Developer
Dify.AI: Open-source Assistants API based on any LLM
OpenAI's Assistants API marks a shift in application engineering towards advanced AI use, emphasizing orchestration services. Dify, an open-source leader in this field, offers self-hosting for data security, multi-model support, and a flexible RAG engine. It enables privacy, compliance, customizable data processing, and team collaboration, enhancing AI application development and integration.
- Release
Dify.AI v0.3.31: Surpassing the Assistants API – Dify's RAG Demonstrates an Impressive 20% Improvement
Dify.AI's latest update enhances its RAG technology, boosting QA efficiency in LLMs. It introduces hybrid search, a semantic rerank model, and multi-path retrieval, demonstrating significant performance improvements and a notable edge over OpenAI's Assistants API.
- Developer
Introducing Hybrid Search and Rerank to Improve the Retrieval Accuracy of the RAG System
This article discusses enhancing RAG systems with Hybrid Search and Rerank technologies, focusing on improving retrieval accuracy and efficiency using LLMs for more comprehensive and precise search results.
Vince
- Release
Dify.AI v0.3.30 is here! Explore the Exciting GPT4-Vision Multimodal Model
This update officially supports the multimodal capabilities of the GPT4-Vision model, integrating images into conversations to create a unique interactive experience, making conversations more engaging.
- Release
Dify.AI v0.3.29: Support for GPT-4 Turbo & Vision - The Gateway to Multimodal Interactions
v0.3.29 Feature Highlights: - GPT-4 Turbo & Vision model support - External data API tools - Moderation for sensitive content
- Release
From Basic to Expert: Mastering the New Prompt Orchestration in Dify.AI
Dify.AI introduces a new "Expert Mode" in its prompt orchestration page, offering advanced customization and control for professional developers and prompt engineers over prompt orchestration. While "Basic Mode" simplifies application creation, "Expert Mode" provides a wide range of tools and options for designing complex prompt orchestrations, enabling users to fine-tune AI applications for optimal performance. It includes features like customized prompts, different models (CHAT and COMPLETE) for various requirements, and a 'Log View' feature for debugging.
- Release
Dify.AI's New Dataset Feature Enhancements
The recent updates to Dify.AI's dataset management tools introduce a "Citations and Attributions" feature for easier documentation referencing, and a new Dataset API for efficient data management. Support for multiple file formats and document segmentation enhances data handling. Additionally, integration with GPT-3.5-turbo-instruct and various Hugging Face embedding models provides users with more model options for specific applications, improving overall user experience.
- Release
Dify.AI v0.3.13 Release: Effortlessly Leverage Top Open-Source LLMs like Llama2 and ChatGLM
Dify now supports popular open-sourced large language models like Llama2 and Qwen. Users can easily access these cutting-edge models by entering API keys on Dify, and build high-performance AI applications within minutes. Dify opens the gateway to the latest innovations in natural language processing. Try out top-notch models like Llama2 for free on Dify today, and unleash their power to enhance your AI solutions.
- Release
Major Update: AI Online Search Capability Now Available, Significantly Enhancing Dataset Hit Rate!
Dify.AI V0.3.12 introduces improved data retrieval with Q2Q matching and 'Chat' capability for online interactions with AI. Chat supports web browsing, Google search, and Wikipedia queries, enhancing productivity. Join our collaborative exploration of large model capabilities.
- Developer
Text Embedding: Basic Concepts and Implementation Principles
Embedding is a vital technique in AI applications, representing concepts as numerical sequences to enable better comprehension of relationships.
- Release
Dify.AI Integrates Claude2 Model: Supports 100K Token Context, Get 1000 Free Message Credits upon Sign-up
Dify V0.3.9 Release: Integration of Antropic's Claude2 and Claude-instant models, supporting ultra-long conversations with up to 100K tokens. Now, you can embed AI applications on your web pages, swiftly creating personalized AI customer support for your official website. Additional features include bulk result exporting for text-based applications and the community version supporting member invitations through invitation links. Moreover, the Service API now includes conversation deletion functionality. Experience the superpowers of Dify today!
- Company
Dify.AI: 46,558 Lines of Code, Fully Open Source
Since the official launch of the Cloud version on May 9th, Dify.AI has been well-received and widely shared by developers. In less than a week, over 4,000 applications have been created, and even before we went open source, our GitHub Star count had exceeded 700+. This makes us deeply feel the power of the community! At the same time, we are extremely honored and excited that Dify can bring such powerful creativity to developers.
- Release
Dify.AI: Easy-to-Use LLMOps Platform for Visually Creating and Operating Your AI Native Applications
With the emergence of various capabilities of large language models (LLMs), the scenarios for AI applications have become much broader. However, for most developers, developing AI applications based on large language models such as GPT and technology frameworks like Langchain is still a challenging task. Developers must spend a lot of time learning various obscure concepts and technical research, and they cannot carry out continuous operations of AI applications.
- Release
Building Effective GPT-based Applications: A Step-by-Step Guide
Developers utilizing OpenAI's GPT API may often find that the AI doesn't produce the desired output or seems "uncooperative." To address these challenges and improve GPT's performance, there are three crucial steps to follow：
- How to
What is Ops in LLMOps?
LLMOps is a specialized area within the broader MLOps landscape, focusing on the deployment, management, and improvement of AI applications built on top of Large Language Models (LLMs) like GPT-4. In this article, we will explore the concept of "Ops" in LLMOps and how Dify caters to this space.
- Developer
Introducing Dify WebApp: Unlocking AI-Native Applications with Ease
At Dify, we are dedicated to providing our users with seamless and flexible solutions for creating and deploying AI-native applications. We understand the importance of a user-friendly and open platform to foster innovation, and that's where Dify WebApp and Dify WebApp Template come into play.
- Company
Why Did We Create Dify?
At Dify, we are passionate about making AI technology more accessible and user-friendly. As we began our journey, we identified several key challenges that developers and users face when working with AI-native applications, especially with the advanced large language models provided by OpenAI. In this blog post, we will discuss the reasons behind the creation of Dify and our mission to simplify the AI development process.
- Product
Unleashing the Power of LLM Embeddings with Datasets: Revolutionizing MLOps
The combination of LLM embeddings and datasets has dramatically transformed the MLOps landscape, unlocking new capabilities and driving innovation in AI applications. Dify's dataset functionality simplifies the process of integrating proprietary data with LLMs, empowering developers to build more intelligent, domain-specific AI solutions. As LLMs continue to evolve, we can expect even more exciting possibilities and advancements in the world of AI and MLOps.
- How to
Developing a ChatGPT Plugin: A Comprehensive Guide
ChatGPT plugins provide a powerful way to extend the capabilities of AI clients by integrating additional functionalities through APIs. In this blog post, we'll guide you through the process of creating a ChatGPT plugin and discuss some potential business use cases. Finally, we'll touch upon how Dify supports the integration of both in-house and third-party plugins for seamless AI application orchestration.