Dify 1.19.0 brings nested workflow tracing to your observability tools. Follow a workflow into the Workflow Tools it calls, inspect the steps inside each invocation, and keep the LLM context alongside the execution tree. This release also makes Workflow Tools portable with App packages, adds Skill Hub automation, and makes Agent files easier to upload and preview. The bundled plugin daemon is upgr…
Dify 1.18.0 brings Agents that route workflows, portable app packages, deeper visibility into nested workflow runs, and the opt-in Agent Knowledge Base experience. OpenAPI and the new difyctl expand how you build and manage apps from the command line. ImportantRead the upgrade guide below before deploying. Upgrade the API, workers, Agent Backend, and Agent runtime images together. Local Agent sand…
WarningSelf-hosted deployments using the bundled Weaviate must complete a manual, staged upgrade before starting 1.17.1. The bundled Weaviate server moves from 1.27.0 to 1.39.2 — 12 minor versions — and skipping minors is unsupported. Pulling and restarting can silently and permanently break vector search. See Upgrade Guide below. Fresh deployments, external Weaviate, and other vector stores are u…
Introducing Dify Agent (Beta): A New Agent Experience in Dify WarningYou should provide Dify Agent services ⚠️only to trusted, non-malicious users⚠️. As many of you know, the shell-based LLM agent paradigm has brought a major leap in agent capabilities and changed how we think about agents. Meanwhile, Skills provide a standardized way to package and distribute capabilities, making it easier to bui…
Dify 1.15.0 Release Note What's Changed UX & UI Enhancements Redesigned landing / onboarding for an easier first-run experience (#37433, #37844, #37800) Faster navigation — improved "go to anything" palette and autofocused search inputs (#32130, #37175) Safer deletes — one-click confirmation before removing an app (#37263) Cleaner workflow editor with collapsible panels (#37276) Clearer notificati…
What's Changed New Features Tool Multi-Select Input Workflow tool nodes now support multi-select dropdown inputs, allowing users to choose multiple values from a predefined list when configuring tool parameters. (#39346) Workflow Node Locator You can now click a node_id in workflow run logs or error messages to locate and highlight the corresponding node in the workflow editor canvas. (#38187) Wor…
New Features Agent: E2B Sandbox, Home Snapshots, and Skill Management E2B sandbox backend: agent shell/code execution can now run on E2B cloud sandboxes in addition to the local sandbox. Select the backend with DIFY_AGENT_RUNTIME_BACKEND; a new docker-compose.e2b.yaml ships the E2B stack, E2B traffic is authenticated, and the E2B template is synced on release (#39480, #39705, #39873, #39996, #4085…
Introducing Dify Agent (Experimental): A New Agent Experience in Dify WarningYou should provide Dify Agent services ⚠️only to trusted, non-malicious users⚠️. As many of you know, the shell-based LLM agent paradigm has brought a major leap in agent capabilities and changed how we think about agents. Meanwhile, Skills provide a standardized way to package and distribute capabilities, making it easie…
🚀 What's New in v1.13.3? Our latest patch release, v1.13.3, focuses on stability and correctness across workflow execution, streaming, and knowledge retrieval. Here's a quick look at the most important updates: 🎬 New Features Workflow Configuration: Added variable-reference support for model parameters in LLM, Question Classifier, and Variable Extractor nodes by @scdeng in #33082. 🛠️ Bug Fixes Str…
🚀 What's New in v1.14.2? v1.14.2 is a patch release focused on security hardening, workflow and knowledge reliability, observability fixes, agent groundwork, and deployment/runtime tuning after v1.14.1. 🔐 Security and administration Tenant-scoped sensitive endpoints — strengthened tenant isolation for app trace-config endpoints and FilePreview text extraction. Thanks @xr843 in #35793 and #35797. T…
🚀 What's New in v1.14.1? v1.14.1 is a patch release focused on security hardening, workflow and knowledge-base stability, deployment cleanup, and continued UI platform migration after v1.14.0. 🔐 Security Self-hosted SECRET_KEY hardening — Docker deployments no longer rely on a public default key. When SECRET_KEY is left empty, the API generates and persists a runtime key through the configured sto…
🚀 What's New in v1.14.0? Collaboration Collaboration allows workspace members to edit the same workflow together, with synced graph updates, online presence, and shared visibility into who is working where. On self-hosted deployments, collaboration is turned off by default. Enable it by setting: ENABLE_COLLABORATION_MODE = true SERVER_WORKER_CLASS = geventwebsocket.gunicorn.workers.GeventWebSocket…
This patch release fixes several critical regressions and stability issues introduced in v1.13.1, including: a severe regression in prompt message transformation that caused multiple LLM-plugin invocation failures across LLM-related nodes, including LLM and Question Classifier. Knowledge Retrieval node execution failures caused by incompatible enum values improper Weaviate client cleanup Upgrade G…
🚀 Major Functional Changes Data platform and dataset operations Added Hologres as a supported backend option for both vector retrieval and full-text search. Added Service API endpoints for dataset document downloads: Batch ZIP download for selected documents. Signed URL download for single-document original files. Workflow and chat experience improvements Breaking change: HITL email content now us…
💥 New Agent x Skills 🥳 1.14.0-rc1 brings a new agent-building experience: sandboxed runtime, Skill Editor, collaboration, and dynamic variable assembly. preview docs: https://docs.bash-is-all-you-need.dify.dev/ 🌟 Try the Experience Now Build with the new Agent + Skill workflow in minutes. 👉 Experience Now: Live Demo Not sure where to begin? Use our ready-made operational templates! 🧩 Start from Te…
🚀 New Features Human-in-the-Loop (HITL) We are introducing the Human Input node, a major update that transforms how AI and humans collaborate within Dify workflows. Background Previously, workflows were binary: either fully automated or fully manual. This created a "trust gap" in high-stakes scenarios where AI speed is needed but human judgment is essential. With HITL, we are making h uman oversig…
What's Changed fix(docker): persist IRIS data across container recreation using Durable %SYS by @TomoOkuyama in #31899 fix(docker): improve IRIS data persistence with proper Durable %SYS by @TomoOkuyama in #31901 fix: base url in client by @hyoban in #31902 fix: auto summary env by @zxhlyh in #31930 fix: fix delete_draft_variables_batch cycle forever by @fatelei in #31934 chore: bump version in do…