# \#ai-agents **URL:** https://community.cumulocity.com/tag/ai-agents/1661.md [Latest](https://community.cumulocity.com/latest.md) · [Categories](https://community.cumulocity.com/categories.md) · [Tags](https://community.cumulocity.com/tags.md) --- ## [October 15, 2026 - Human-in-the-loop approval policy for tool calls](https://community.cumulocity.com/t/october-15-2026-human-in-the-loop-approval-policy-for-tool-calls/15276)
**Author:** [@cumulocity](https://community.cumulocity.com/u/cumulocity)\ **Replies:** 0\ **Last updated:** [October 21, 2026, 7:14am UTC](https://community.cumulocity.com/t/october-15-2026-human-in-the-loop-approval-policy-for-tool-calls/15276 "2026-10-21T07:14:32Z")
Context Change Type: Feature Product area: Application enablement & solutions Component: AI Agents Deployed at: eu.latest.cumulocity.com, apj.cumulocity.com, jp.cumulocity.com, cumulocity.com, us.cumulocity.com ▶ Tec… --- ## [From Idea to Agent in 1.5 Days - Cumulocity AIoT Hackathon in Leipzig](https://community.cumulocity.com/t/from-idea-to-agent-in-1-5-days-cumulocity-aiot-hackathon-in-leipzig/15234)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [October 7, 2026, 12:26pm UTC](https://community.cumulocity.com/t/from-idea-to-agent-in-1-5-days-cumulocity-aiot-hackathon-in-leipzig/15234 "2026-10-07T12:26:21Z")
On September 21st and 22nd 2026, we hosted our annual Cumulocity AIoT Hackathon, and it was a blast! For the first time ever, the Hackathon took place in our own Cumulocity office in Leipzig. The interest was overw… --- ## [September 24, 2026 - Control panel and kill switch for AI features](https://community.cumulocity.com/t/september-24-2026-control-panel-and-kill-switch-for-ai-features/15230)
**Author:** [@cumulocity](https://community.cumulocity.com/u/cumulocity)\ **Replies:** 0\ **Last updated:** [October 6, 2026, 7:15am UTC](https://community.cumulocity.com/t/september-24-2026-control-panel-and-kill-switch-for-ai-features/15230 "2026-10-06T07:15:57Z")
Context Change Type: Feature Product area: Application enablement & solutions Component: AI Agents Deployed at: eu.latest.cumulocity.com, apj.cumulocity.com, jp.cumulocity.com, cumulocity.com, us.cumulocity.com ▶ Tec… --- ## [September 24, 2026 - AI Workbench microservice now available enabling code-mode MCP](https://community.cumulocity.com/t/september-24-2026-ai-workbench-microservice-now-available-enabling-code-mode-mcp/15210)
**Author:** [@cumulocity](https://community.cumulocity.com/u/cumulocity)\ **Replies:** 0\ **Last updated:** [September 25, 2026, 7:12am UTC](https://community.cumulocity.com/t/september-24-2026-ai-workbench-microservice-now-available-enabling-code-mode-mcp/15210 "2026-09-25T07:12:27Z")
Context Change Type: Feature Product area: Application enablement & solutions Component: AI Agents Deployed at: eu.latest.cumulocity.com, apj.cumulocity.com, jp.cumulocity.com, cumulocity.com, us.cumulocity.com ▶ Tec… --- ## [How to Connect Local AI Models to Cumulocity AI Agent Manager](https://community.cumulocity.com/t/how-to-connect-local-ai-models-to-cumulocity-ai-agent-manager/15119)
**Author:** [@Rahul\_Talreja](https://community.cumulocity.com/u/Rahul_Talreja)\ **Replies:** 5\ **Last updated:** [September 3, 2026, 7:53am UTC](https://community.cumulocity.com/t/how-to-connect-local-ai-models-to-cumulocity-ai-agent-manager/15119 "2026-09-03T07:53:58Z")
Authors: @Hendrik\_Naether1 and @Rahul\_Talreja If you have experimented with local AI models, you already know the appeal. You get full control over the models you use, no per-request cloud costs, and the freedom to test… --- ## [Cumulocity AIoT Hackathon 2026](https://community.cumulocity.com/t/cumulocity-aiot-hackathon-2026/15007)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 1\ **Last updated:** [August 25, 2026, 8:54am UTC](https://community.cumulocity.com/t/cumulocity-aiot-hackathon-2026/15007 "2026-08-25T08:54:11Z")
It’s hackathon time! I’m happy to announce our 4th public Cumulocity Hackathon. September 21st + 22nd, 2026 This year the Cumulocity Hackathon will be at our Office in Leipzig. Explore exciting and trending topics like… --- ## [Zero-Touch Operations: How Agentic AI Creates the Loop That Gets You There](https://community.cumulocity.com/t/zero-touch-operations-how-agentic-ai-creates-the-loop-that-gets-you-there/15057)
**Author:** [@Nikolaus\_Neuerburg](https://community.cumulocity.com/u/Nikolaus_Neuerburg)\ **Replies:** 0\ **Last updated:** [July 23, 2026, 3:00pm UTC](https://community.cumulocity.com/t/zero-touch-operations-how-agentic-ai-creates-the-loop-that-gets-you-there/15057 "2026-07-23T15:00:24Z")
The long-term vision for industrial operations is compelling: equipment that monitors itself, diagnoses its own failures, and initiates corrective action — while humans stay in the loop for judgment and governance, not r… --- ## [Beyond the Manual: How Generative AI is becoming a scalable production asset](https://community.cumulocity.com/t/beyond-the-manual-how-generative-ai-is-becoming-a-scalable-production-asset/14574)
**Author:** [@Juergen\_Kraemer](https://community.cumulocity.com/u/Juergen_Kraemer)\ **Replies:** 0\ **Last updated:** [June 22, 2026, 7:00am UTC](https://community.cumulocity.com/t/beyond-the-manual-how-generative-ai-is-becoming-a-scalable-production-asset/14574 "2026-06-22T07:00:19Z")
Industrial manufacturers are evolving beyond basic chatbots to integrate Generative AI as a core operational asset—bridging the expertise gap, reducing downtime, and scaling service capabilities through three distinct … --- ## [Scaling AI Safely: Cost-Effective AI Vulnerability Fleet Scanning in Cumulocity](https://community.cumulocity.com/t/scaling-ai-safely-cost-effective-ai-vulnerability-fleet-scanning-in-cumulocity/14581)
**Author:** [@Tobias\_Sommer](https://community.cumulocity.com/u/Tobias_Sommer)\ **Replies:** 0\ **Last updated:** [May 20, 2026, 8:01am UTC](https://community.cumulocity.com/t/scaling-ai-safely-cost-effective-ai-vulnerability-fleet-scanning-in-cumulocity/14581 "2026-05-20T08:01:40Z")
With the upcoming Cyber Resilience Act (CRA), continuous software and vulnerability monitoring isn’t just a “nice-to-have” security feature anymore—it’s quickly becoming a regulatory requirement. For IoT product manufa… --- ## [From Streaming Analytics to Streaming AI with two new Analytics Builder blocks now in public preview](https://community.cumulocity.com/t/from-streaming-analytics-to-streaming-ai-with-two-new-analytics-builder-blocks-now-in-public-preview/14555)
**Author:** [@Nick\_Van\_Damme1](https://community.cumulocity.com/u/Nick_Van_Damme1)\ **Replies:** 0\ **Last updated:** [May 8, 2026, 2:27pm UTC](https://community.cumulocity.com/t/from-streaming-analytics-to-streaming-ai-with-two-new-analytics-builder-blocks-now-in-public-preview/14555 "2026-05-08T14:27:50Z")
Let’s be honest about Industrial IoT: we are incredibly good at generating alerts. We have sensors for everything, rules for every threshold, and dashboards that light up the moment a metric slips. But there is a mass… --- ## [AI Agent Manager: using a MCP server to generate widgets](https://community.cumulocity.com/t/ai-agent-manager-using-a-mcp-server-to-generate-widgets/14172)
**Author:** [@Jan\_Hommes](https://community.cumulocity.com/u/Jan_Hommes)\ **Replies:** 0\ **Last updated:** [January 15, 2026, 10:37am UTC](https://community.cumulocity.com/t/ai-agent-manager-using-a-mcp-server-to-generate-widgets/14172 "2026-01-15T10:37:12Z")
The AI Agent Manager allows you to seamlessly integrate agentic workflows into your Cumulocity Platform. In this blog post, I will describe how you can easily add tools to an agent that lets you execute actions on your… --- ## [Introducing mc8yp: An Open-Source MCP Server for Cumulocity IoT](https://community.cumulocity.com/t/introducing-mc8yp-an-open-source-mcp-server-for-cumulocity-iot/14140)
**Author:** [@schplitt](https://community.cumulocity.com/u/schplitt)\ **Replies:** 3\ **Last updated:** [December 19, 2025, 9:42am UTC](https://community.cumulocity.com/t/introducing-mc8yp-an-open-source-mcp-server-for-cumulocity-iot/14140 "2025-12-19T09:42:01Z")
Introducing mc8yp: An Open-Source MCP Server for Cumulocity IoT I’m excited to share mc8yp, an open-source Model Context Protocol (MCP) server that brings AI-powered capabilities to Cumulocity IoT. Now available on GitHu… --- ## [🧑‍💻 Cumulocity AIoT Hackathon 2025](https://community.cumulocity.com/t/cumulocity-aiot-hackathon-2025/12528)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 8\ **Last updated:** [November 13, 2025, 8:14am UTC](https://community.cumulocity.com/t/cumulocity-aiot-hackathon-2025/12528 "2025-11-13T08:14:52Z")
Let’s hack! I’m happy to announce our 3rd public Cumulocity Hackathon. November 11th + 12th, 2025 This year the Cumulocity Hackathon will be at our HQ in Düsseldorf. Explore exciting and trending topics like AI + IoT a… --- ## [AIoT Explained: Why Analytics AI and Agentic AI Are Different and Why Both Matter for Your Industrial Operations](https://community.cumulocity.com/t/aiot-explained-why-analytics-ai-and-agentic-ai-are-different-and-why-both-matter-for-your-industrial-operations/12820)
**Author:** [@Nikolaus\_Neuerburg](https://community.cumulocity.com/u/Nikolaus_Neuerburg)\ **Replies:** 0\ **Last updated:** [October 14, 2025, 7:15am UTC](https://community.cumulocity.com/t/aiot-explained-why-analytics-ai-and-agentic-ai-are-different-and-why-both-matter-for-your-industrial-operations/12820 "2025-10-14T07:15:11Z")
We’re standing at the threshold of what Amy Webb and Sam Jordan call “The Era of Living Intelligence”—a new technology supercycle where AI, robotics, advanced sensors, and biotechnology converge to redefine how our phy… --- ## [Enhanced HTML Widget: Revolutionizing Dashboard Development with AI-Powered Generation](https://community.cumulocity.com/t/enhanced-html-widget-revolutionizing-dashboard-development-with-ai-powered-generation/12565)
**Author:** [@Rahul\_Talreja](https://community.cumulocity.com/u/Rahul_Talreja)\ **Replies:** 2\ **Last updated:** [August 12, 2025, 8:18am UTC](https://community.cumulocity.com/t/enhanced-html-widget-revolutionizing-dashboard-development-with-ai-powered-generation/12565 "2025-08-12T08:18:38Z")
The Cumulocity IoT platform continues to evolve with enhancements to its visualization capabilities. The Enhanced HTML Widget is now available in public preview, delivering a complete architectural overhaul that transfor… --- ## [Introducing the AI Agent Manager: Powering Enterprise AIoT on Cumulocity](https://community.cumulocity.com/t/introducing-the-ai-agent-manager-powering-enterprise-aiot-on-cumulocity/12567)
**Author:** [@Rahul\_Talreja](https://community.cumulocity.com/u/Rahul_Talreja)\ **Replies:** 0\ **Last updated:** [August 11, 2025, 2:39pm UTC](https://community.cumulocity.com/t/introducing-the-ai-agent-manager-powering-enterprise-aiot-on-cumulocity/12567 "2025-08-11T14:39:29Z")
Overview As IoT deployments grow more sophisticated and data streams become richer and more complex, intelligent automation and real-time decision-making are no longer optional — they’re essential. That’s why we’re thr… --- ## [🤖 AI-enable existing Microservices by adding built-in MCP Server](https://community.cumulocity.com/t/ai-enable-existing-microservices-by-adding-built-in-mcp-server/12523)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [September 19, 2025, 1:32pm UTC](https://community.cumulocity.com/t/ai-enable-existing-microservices-by-adding-built-in-mcp-server/12523 "2025-09-19T13:32:38Z")
Overview In this article, I will demonstrate how you can quickly extend your existing (or new) microservice, developed by using the Java Microservice SDK, with an MCP Server providing custom tools for your AI agent. M… --- ## [Supercharging IoT with Agentic Systems: The Model Context Protocol (MCP)](https://community.cumulocity.com/t/supercharging-iot-with-agentic-systems-the-model-context-protocol-mcp/12159)
**Author:** [@Nikolaus\_Neuerburg](https://community.cumulocity.com/u/Nikolaus_Neuerburg)\ **Replies:** 0\ **Last updated:** [April 15, 2025, 12:45pm UTC](https://community.cumulocity.com/t/supercharging-iot-with-agentic-systems-the-model-context-protocol-mcp/12159 "2025-04-15T12:45:23Z")
Supercharging IoT with Agentic Systems: The Model Context Protocol (MCP) TL;DR The Model Context Protocol (MCP) enables AI agents to directly interact with IoT platforms, transforming passive monitoring systems into au… --- ## [Building RAG Agents with the AI Agent Manager](https://community.cumulocity.com/t/building-rag-agents-with-the-ai-agent-manager/12524)
**Author:** [@Ashwin\_Subramaniam\_H](https://community.cumulocity.com/u/Ashwin_Subramaniam_H)\ **Replies:** 0\ **Last updated:** [August 19, 2025, 2:53pm UTC](https://community.cumulocity.com/t/building-rag-agents-with-the-ai-agent-manager/12524 "2025-08-19T14:53:55Z")
Overview The goal of this article is to demonstrate a no-code approach to create an RAG based MCP Server for the purposes of querying documents like user manuals, troubleshooting documents etc, and integrating the MCP … --- ## [AI-empowered Dynamic Mapper with pre-release 6.0.0](https://community.cumulocity.com/t/ai-empowered-dynamic-mapper-with-pre-release-6-0-0/12498)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [July 15, 2025, 8:30am UTC](https://community.cumulocity.com/t/ai-empowered-dynamic-mapper-with-pre-release-6-0-0/12498 "2025-07-15T08:30:21Z")
AI mappings We just published the pre-release 6.0.0 of the Dynamic Mapper with the core improvement that mappings can be generated now fully automated by just a single click, leveraging AI agents in the background. A…