Dify

📣 OpenAI GPT-5.6 Support is Now Live on Dify You can now build more stable and manageable AI solutions on Dify. By supporting OpenAI GPT-5.6, you can better handle multimodal inputs, precise structured outputs, and real-time streaming responses, while reducing errors during complex executions. To unlock these capabilities, the Dify OpenAI plugin has undergone a major version rewrite, transitioning its default protocol from Chat Completions to OpenAI's new Responses API. This foundational upgrade unifies messages, reasoning, tool calls, and execution results into a single, streamlined flow, ensuring your complex, production-grade Agent workflows run more stably and reliably than ever. Download the update: marketplace.dify.ai/plugin/langgen…

Dify is heading to AWS Summit Taipei 2026! July 15–16 at TICC, our team will be on-site talking enterprise AI adoption, from knowledge bases to self-hosting and compliance. If you're exploring how to bring generative AI into your organization, stop by the Dify booth (Booth P25). See you there! #AWSSummitTaipei2026 #Dify #EnterpriseAI #GenerativeAI

⚠️ Self-hosted deployments need a database migration to move your plugin auto-upgrade policy to the new categorization model. This step is required. Skipping it can break auto-upgrade settings you already had configured. Full steps in the release notes. This release also patches a plugin forward-path traversal issue, CVE-2026-41948. We already fixed a fair number of vulnerabilities back in v1.14.2, so if you haven't upgraded since then, now's a good time.

Dify CLI is live, bringing Dify apps directly into your agent workflows. difyctl lets you call Dify apps directly from your terminal. No browser, no clicking through a UI. Agents, local scripts, and CI pipelines can all trigger a workflow with one command. Pair it with a SKILL.md file, and an agent picks up the calling convention in one shot, instead of being re-taught it in every conversation. A few other things shipped alongside it: ▪️ Chain-of-thought, visible everywhere Chat, workflow debug, and now the CLI all surface the model's reasoning separately from its final answer. That matters for debugging, and for teams that need to audit how an AI decision was reached. ▪️ Better Human Input forms, plus Excel image extraction Human Input forms now support dropdown fields and file upload, making approval flows more structured than typed text alone. Knowledge base imports can also extract embedded images from Excel files, so charts and screenshots are preserved for retrieval. ▪️ From the community /create generates a working workflow from a single line typed into search. Credential authorization for API keys and OAuth tokens is now more clearly scoped, built with team and enterprise use in mind. Deep dive: dify.ai/blog/dify-s-of… Release notes: github.com/langgenius/dif… Docs: docs.dify.ai/en/cli/overview

📣 You can now run Claude Sonnet 5 on Dify. Anthropic’s latest model adds support for coding, long-running agents, and computer use, expanding what teams can build with agentic workflows. Dify handles the infrastructure, so you can focus on what you're building. Use Sonnet 5 across knowledge bases, tool calling, conditional logic, and multi-step automation. Visually. No glue code required. Update and start building: marketplace.dify.ai/plugin/langgen…

Email for AI agents integrated in Dify. Drop @atomic_mail into any @dify_ai workflow. Agent registers its own address in one click – then triage, send, route and summarize

📢 Important Security Update We have been made aware of security vulnerability disclosures related to DifyTap. Upon receiving the report, our team immediately conducted a full investigation and remediation. The majority of fixes have been released in v1.14.2, with remaining patches already merged and shipping in the next release. We strongly recommend all users running older versions to upgrade to v1.14.2 at the earliest opportunity. Please note that some information circulating in the community may not reflect the current fix status. For the most accurate and up-to-date information, refer to official Dify release notes. Update now: github.com/langgenius/dif…

Here’s what we keep seeing with enterprise AI projects: the models aren’t the problem. The months teams spend rebuilding everything underneath them are. Before an AI assistant, workflow, or agent can reach production, someone has to solve model orchestration, knowledge retrieval, observability, permissions, auditability, and governance. Repeat that for every use case, and AI quickly becomes an infrastructure project instead of a business initiative. The teams moving fastest are making a different call: 𝐁𝐮𝐢𝐥𝐝 𝐭𝐡𝐞 𝐚𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧. 𝐃𝐨𝐧’𝐭 𝐫𝐞𝐛𝐮𝐢𝐥𝐝 𝐭𝐡𝐞 𝐩𝐥𝐚𝐭𝐟𝐨𝐫𝐦. A production-ready AI platform should already provide: 🔹 Model flexibility, swap providers without rewriting logic 🔹 Built-in RAG, grounded answers from your own data, out of the box 🔹 Workflow orchestration, logic business reviewers can actually read 🔹 Monitoring & access control, observability and permissions from day one That’s what allows IT teams to focus on delivering business value, and why the teams winning enterprise AI are the ones getting more applications into production—not the ones building more infrastructure. We explore this idea in our latest article for IT leaders building internal AI applications: dify.ai/blog/build-ai-… #EnterpriseAI #AIAgents #AIPlatform #Dify

AI agents are only as useful as the data they can reach and the quality of what they retrieve. That’s why we’re excited to see MongoDB Atlas and Voyage AI now natively available inside Dify workflows. 🔹 MongoDB Atlas brings the data layer 🔹 Voyage AI sharpens retrieval with embeddings and reranking 🔹 Dify orchestrates the workflow and agent layer Together, builders can compose grounded RAG applications and data-aware agents without stitching together custom infrastructure. The @MongoDB team has also contributed a ready-to-use RAG template, now live in our Template Marketplace, that demonstrates the full retrieval workflow and helps teams move from idea to working application faster. From knowledge assistants and support copilots to recommendation agents and operational AI workflows, builders now have a clearer starting point for creating AI applications that work with real business data. Learn more: dify.ai/blog/grounding… #Dify #MongoDB #VoyageAI #RAG #AIAgents #AIWorkflow

🚀 Dify is LIVE at AWS (@awscloud) Summit Hong Kong 2026! The LangGenius K.K. Team is on the ground right now at the Hong Kong Convention and Exhibition Centre (HKCEC), Wan Chai — and we'd love to see you before the day wraps up. Come by our booth to: • Watch live demos of building production-ready agentic AI applications and workflows on Dify • Talk through your own AI use cases with our team Proud to be a Silver Sponsor of #AWSSummit Hong Kong. The energy on the floor is electric — swing by and say hi! 👋 #Dify #AWSSummit #AIAgents #GenAI #LLM

That's a wrap on AWS Summit LA 🎉 Great conversations all around. We got to meet teams building with AI across industries, run live demos, and hear firsthand how people are thinking about putting AI agents into production. Thanks to everyone who stopped by, and to the @awscloud team for putting on a great event. It was great meeting everyone at the summit. See you at the next one!

🎙️ Alvin Wu, Dify (LangGenius K.K.) country manager, just wrapped up a tech talk at the Red Hat booth at SuperAI (@superai_conf) 2026 in Singapore — representing Dify on the global AI stage. Topic: Scaling Enterprise AI Agents with Dify and Red Hat AI Alvin walked through how enterprises move from AI pilots to production: combining Dify’s agentic workflow engine with Red Hat AI’s enterprise infrastructure to deploy scalable, production-ready AI agents. Thank you @RedHat for the invitation and for a great booth experience! 🤝 #Dify #SuperAI2026 #RedHat #EnterpriseAI #AIAgents #GenAI

🚀 Dify (LangGenius K.K.) is coming to AWS (@awscloud) Summit Hong Kong 2026! We're joining as a Silver Sponsor — find the Dify team at Booth S5 and see how enterprises build production-ready AI agents and workflows, from prototype to deployment. 📅 June 17, 2026 (Wed) 📍 Hong Kong Convention and Exhibition Centre (HKCEC) 🤝 Booth S5 🎟️ Register for free: aws.amazon.com/events/summits… Whether you're already building with Dify or just starting to explore agentic AI, come say hi 👋 See you in Hong Kong! #Dify #LangGenius #LangGeniusKK #AIAgents #AWSSummitHongKong

📢 Claude Fable 5 is now on Dify! @AnthropicAI 's latest model brings serious upgrades in software engineering, knowledge work, and vision. You can start using it in your workflows today. Dify handles the infrastructure, so you can focus on the use case. With its visual workflow builder, teams can connect Fable 5 to knowledge retrieval, tool calling, conditional logic, and multi-step automation to build production-ready AI applications around existing workflows. Advanced model capability, built into the tools you're already using. Update and start building. marketplace.dify.ai/plugin/langgen…

Prompts don't scale. Workflows do. Every marketer knows how to write a prompt, but what about scaling those prompts into daily routines? - The blog draft still needs someone to translate it into brand voice. - The lead enrichment still requires opening five tabs every Monday. - The repetitive task still depends on someone remembering to do it. If you're trying to scale campaigns, checking incoming leads, or managing on building knowledge bases, it's time for you to move from prompting to orchestrating. In this blog, we ship three marketing workflows you can actually build, or work with your IT team. dify.ai/blog/how-marke… #Dify #WorkflowAutomation #MarketingOps #GrowthMarketing #WorkSmarter

Add an AI support assistant to your website. Answer customer questions 24/7. Your website already has the answers visitors are looking for: pricing, FAQs, features, security. The real challenge is helping them find what they need, when they need it. In our new guide, we walk through 5 steps to build, test, and embed an AI assistant with Dify, grounded in your existing content. No code required. 🔗 Read the full guide: dify.ai/blog/add-ai-su… #Dify #AIChatbot #CustomerSupport

We’re excited to meet everyone at SuperAI Singapore next week! Feel free to stop by the Dify booth KI2 to say hi, grab some Dify swag, and chat with us. Whether you’re building with Dify, exploring AI applications, or just have thoughts on where AI is headed, we’d love to hear from you. We’re also hosting an afternoon session: Beyond the Buzz: Navigating the Real Journey of Enterprise AI Transformation with Dify 🕜 1:30–1:55 PM 📍 The Forum Speaker: Lusha Chen; GM of APAC, Dify. See you at @superai_conf ! #SuperAI #SGAIWeek