追踪 AI Agent、MCP、模型连接工具、智能体框架和自动化工作流。
# 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 (#
## 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**
## New Features **Agent: E2B Sandbox, Home Snapshots, and Skill Management** - **E2B sandbox backend**: agent shell/code execution can now run on [E2B](https://e2b.dev) cloud sandboxes in addition to the local sandbox. Select the backend with `DIFY_AGENT_RUNTI
## What's Changed * fix(formatter): derive audio format from media type by @ump45nose in https://github.com/agentscope-ai/agentscope/pull/2301 * fix(gemini): exclude tool-execution tokens from output_tokens by @iluv7 in https://github.com/agentscope-ai/agentsc
Status: Resolved All impacted services have now fully recovered. Affected components Agent (Operational) ChatGPT Work (Operational)
## What's Changed ### Features - Promote conversational flows to stable - Record a created deployment with the given UUID - Enhance conversational flow documentation and APIs - Let a declaration name the router's response format - Let a chat flow declare its o
Microsoft Foundry gives you four levers that act on every request, before a single line of agent logic changes. The post The Economics of Agent Optimization: Four ways to lower the cost appeared first on Microsoft Azure Blog.
One off backport of the FastMCP import warning for `2.0.x`, this is due to a lot of people running into this error and making issues on other repos about it. Ideally either pin `mcp<2` or upgrade to 2. ## What's Changed * [v2.0.x] Point imports of mcp.server.f
## What's Changed ### Claude Desktop Developers can now easily configure Claude Desktop to seamlessly work with Ollama as a third-party gateway provider. ### Improved caching * Fixed a hang where agent clients that cancel long prefills * Prefill restore points
## What's Changed * Point imports of mcp.server.fastmcp at the migration guide by @maxisbey in https://github.com/modelcontextprotocol/python-sdk/pull/3388 **Full Changelog**: https://github.com/modelcontextprotocol/python-sdk/compare/v2.1.0...v2.1.1
## Highlights - `Client` accepts `StdioServerParameters` directly: `Client(StdioServerParameters(command="uv", args=["run", "server.py"]))` (#3321). - Prompt messages accept `Image` and `Audio`, prompt functions may return bare content blocks, and `Message` /
## What's Changed * [v1.x] Complete the FastMCP Settings model at import time by @maxisbey in https://github.com/modelcontextprotocol/python-sdk/pull/3352 * [v1.x] Apply the request body limit to the SSE and OAuth endpoints by @maxisbey in https://github.com/m
## What's Changed * fix(gemini): remove unsupported $schema from tool parameters by @qbc2016 in https://github.com/agentscope-ai/agentscope/pull/2277 * feat(workspace): share workspace across different agents by @iluv7 in https://github.com/agentscope-ai/agent
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来源标注日期：2026-08-21（未提供具体时刻）。 Today, the new multimodal vision understanding model DeepSeek-V4-Flash-Vision-Exp is now available on the DeepSeek API platform. This is an experimental model that can be accessed by setting model='deepseek-v4-flash-vision-exp'. Ter
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## What's Changed ### Features - Add declarative conversational flows documentation - Synthesize built-in conversational methods for declarations - Enable declarations to drive conversational mode - Make conversational opt-in unmistakable - Carry the AMP slug
## What's Changed ### Features - Introduce execution context management with UUID support - Record what kind of exception ended a flow - Record when a trace batch is shared with AMP - Count deployments from any origin and record where they started ### Bug Fixe
来源标注日期：2026-08-13（未提供具体时刻）。 The GA release of DeepSeek-V4-Pro has been rolled out on the APP, Web, and API. The API calling method remains unchanged — simply set the model name to deepseek-v4-pro to use the latest version. Significantly enhanced Agent capabili
Learn how AI cost management helps organizations move from AI pilots to measurable ROI through greater visibility, governance, and optimization. The post The Economics of Agent Optimization: From pilots to measurable returns appeared first on Microsoft Azure B
## What's Changed ### Features - Report flow outcome, duration, and human-in-the-loop signals. ### Bug Fixes - Emit FlowStartedEvent when a boundary hook aborts the flow. - Scope span export to our own tracer provider. - Bump torch to version 2.13.0 to address
## What's Changed ### Features - Split runtime context from coding agent and add project ID ### Documentation - Update snapshot and changelog for v1.15.13 ## Contributors @joaomdmoura
## What's Changed ### Bug Fixes - Fix preservation of provider on LiteLLM-routed models. - Harden brittle LLM event-bus mocks. - Fix underreporting of Anthropic cache token usage. - Bump h2 to version 4.4.1 to address security vulnerability GHSA-6hr6-w5qg-qmwg
## Highlight - Support **channels** (Feishu and Discord) in AgentScope (#1997) - Support **Apple Container** as workspace backend (#2068) - Support MCP & skill hubs/markets in agent service (#2197) - Add **`on_check_permission`** middleware hook (#2001) - Refa
A video analytics AI agent that can perceive, reason, and act based on massive amounts of video footage must be integrated with existing workflows and...
来源标注日期：2026-07-31（未提供具体时刻）。 The official release of the DeepSeek-V4-Flash API is now in public beta. The API calling method remains unchanged — simply set the model name to deepseek-v4-flash to use the latest version. Significantly enhanced agent capabilities,
