# \#ai **URL:** https://community.cumulocity.com/tag/ai/1658.md [Latest](https://community.cumulocity.com/latest.md) · [Categories](https://community.cumulocity.com/categories.md) · [Tags](https://community.cumulocity.com/tags.md) --- ## [Cumulocity AIoT Hackathon 2026 solution: Automated IoT root cause engine](https://community.cumulocity.com/t/cumulocity-aiot-hackathon-2026-solution-automated-iot-root-cause-engine/15322)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [October 30, 2026, 8:21am UTC](https://community.cumulocity.com/t/cumulocity-aiot-hackathon-2026-solution-automated-iot-root-cause-engine/15322 "2026-10-30T08:21:28Z")
You asked for it, here you have it: The first solution artricle of the AIoT Hackathon 2026! Team two-day-orange took second place at the Cumulocity AIoT Hackathon in Leipzig on September 21–22, 2026. In about 1.5 days,… --- ## [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… --- ## [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… --- ## [Share your best Widget](https://community.cumulocity.com/t/share-your-best-widget/14396)
**Author:** [@Jan\_Hommes](https://community.cumulocity.com/u/Jan_Hommes)\ **Replies:** 6\ **Last updated:** [July 31, 2026, 6:30am UTC](https://community.cumulocity.com/t/share-your-best-widget/14396 "2026-07-31T06:30:43Z")
With the new HTML Widget it was never easier to build useful widgets, especially if you are using the AI Coding Assistant from the AI Agent Manager (now public preview :tada:). However, not everyone can enable the AI Age… --- ## [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… --- ## [Why your next AI insight might come from outside your industry](https://community.cumulocity.com/t/why-your-next-ai-insight-might-come-from-outside-your-industry/15024)
**Author:** [@Philip\_Hooker1](https://community.cumulocity.com/u/Philip_Hooker1)\ **Replies:** 0\ **Last updated:** [July 20, 2026, 12:12pm UTC](https://community.cumulocity.com/t/why-your-next-ai-insight-might-come-from-outside-your-industry/15024 "2026-07-20T12:12:14Z")
If you’re running an AIoT initiative, the following questions probably sound familiar. Your devices are connected. Data is flowing. So why is it still hard to know whether an AI-driven decision made on that data can… --- ## [Can You Vibe-Code Your Own IoT Platform? (Spoiler: The Apps, Yes. The Platform, Not Quite.)](https://community.cumulocity.com/t/can-you-vibe-code-your-own-iot-platform-spoiler-the-apps-yes-the-platform-not-quite/14977)
**Author:** [@Nick\_Van\_Damme1](https://community.cumulocity.com/u/Nick_Van_Damme1)\ **Replies:** 0\ **Last updated:** [June 24, 2026, 7:18am UTC](https://community.cumulocity.com/t/can-you-vibe-code-your-own-iot-platform-spoiler-the-apps-yes-the-platform-not-quite/14977 "2026-06-24T07:18:48Z")
There is a fascinating, slightly intoxicating idea circulating through executive suites right now: Vibe Coding or AI-assisted development. Armed with a sophisticated Large Language Model (LLM), a motivated developer… --- ## [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 … --- ## [AI-Assisted Development with IoT Data](https://community.cumulocity.com/t/ai-assisted-development-with-iot-data/14587)
**Author:** [@Warren\_DeLay](https://community.cumulocity.com/u/Warren_DeLay)\ **Replies:** 0\ **Last updated:** [May 21, 2026, 7:08am UTC](https://community.cumulocity.com/t/ai-assisted-development-with-iot-data/14587 "2026-05-21T07:08:36Z")
Generating Custom IoT Widgets Using Natural Language There’s a moment every engineering team hits when building their first AI-powered IoT application. It usually starts with a simple idea: “Let’s let the AI build th… --- ## [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… --- ## [Edge AI Inferencing via thin-edge.io — A Visual Inspection Example with SAP APM Visual Inspection Manager](https://community.cumulocity.com/t/edge-ai-inferencing-via-thin-edge-io-a-visual-inspection-example-with-sap-apm-visual-inspection-manager/14554)
**Author:** [@Kanishk\_Chaturvedi](https://community.cumulocity.com/u/Kanishk_Chaturvedi)\ **Replies:** 0\ **Last updated:** [May 8, 2026, 12:49pm UTC](https://community.cumulocity.com/t/edge-ai-inferencing-via-thin-edge-io-a-visual-inspection-example-with-sap-apm-visual-inspection-manager/14554 "2026-05-08T12:49:51Z")
This article walks through a practical example of running AI/ML inference directly on an edge device — a thermal analytics use case for visual inspection. The goal is to show how the edge inferencing approach actually … --- ## [Bringing AI/ML to Cumulocity - Cloud and Edge Inferencing](https://community.cumulocity.com/t/bringing-ai-ml-to-cumulocity-cloud-and-edge-inferencing/14540)
**Author:** [@Kanishk\_Chaturvedi](https://community.cumulocity.com/u/Kanishk_Chaturvedi)\ **Replies:** 0\ **Last updated:** [May 5, 2026, 9:20am UTC](https://community.cumulocity.com/t/bringing-ai-ml-to-cumulocity-cloud-and-edge-inferencing/14540 "2026-05-05T09:20:46Z")
While agentic AI and large language models are getting a lot of attention right now — and rightfully so — traditional AI techniques like machine learning, deep learning, and statistical modeling continue to play an equ… --- ## [AI-Powered Development for Cumulocity: Better Context, Better Reviews](https://community.cumulocity.com/t/ai-powered-development-for-cumulocity-better-context-better-reviews/14314)
**Author:** [@schplitt](https://community.cumulocity.com/u/schplitt)\ **Replies:** 0\ **Last updated:** [March 3, 2026, 10:33am UTC](https://community.cumulocity.com/t/ai-powered-development-for-cumulocity-better-context-better-reviews/14314 "2026-03-03T10:33:44Z")
AI-Powered Development for Cumulocity: Better Context, Better Reviews Over the past few weeks I have been building two tools that I think make Cumulocity development meaningfully better in the current AI era. This post … --- ## [Q1 2026 Cumulocity Enhancements](https://community.cumulocity.com/t/q1-2026-cumulocity-enhancements/14191)
**Author:** [@Warren\_DeLay](https://community.cumulocity.com/u/Warren_DeLay)\ **Replies:** 0\ **Last updated:** [January 21, 2026, 9:19am UTC](https://community.cumulocity.com/t/q1-2026-cumulocity-enhancements/14191 "2026-01-21T09:19:02Z")
AIoT Unleashed: Cumulocity Q1 2026 Innovations Driving Smarter Decisions The new year marks a new era for AIoT innovation. With the latest enhancements in Cumulocity, organizations can go beyond connectivity to turn in… --- ## [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… --- ## [🧑‍💻 Results of the Cumulocity AIoT Hackathon 2025](https://community.cumulocity.com/t/results-of-the-cumulocity-aiot-hackathon-2025/13718)
**Author:** [@Stefan\_Witschel](https://community.cumulocity.com/u/Stefan_Witschel)\ **Replies:** 0\ **Last updated:** [November 24, 2025, 9:00am UTC](https://community.cumulocity.com/t/results-of-the-cumulocity-aiot-hackathon-2025/13718 "2025-11-24T09:00:31Z")
On 11th & 12th November 2025 we had our yearly public Cumulocity AIoT Hackathon. This time in the Cumulocity HQ in Düsseldorf. If you don’t know what a Hackathon is, here is a short summary: In a Hackathon, tech pe… --- ## [Vision AI the next generation Industrial Sensor: Why It Matters and How Cumulocity Scales It](https://community.cumulocity.com/t/vision-ai-the-next-generation-industrial-sensor-why-it-matters-and-how-cumulocity-scales-it/13686)
**Author:** [@Tobias\_Sommer](https://community.cumulocity.com/u/Tobias_Sommer)\ **Replies:** 0\ **Last updated:** [November 17, 2025, 8:12am UTC](https://community.cumulocity.com/t/vision-ai-the-next-generation-industrial-sensor-why-it-matters-and-how-cumulocity-scales-it/13686 "2025-11-17T08:12:06Z")
In the world of Industrial IoT, we’ve long relied on traditional sensors to measure temperature, pressure, and vibration. Now, a powerful new data source is emerging: Vision AI. While the promise of AI’s “full value” … --- ## [Conversational Edge Intelligence: Using Small Language Models (SLMs) with Cumulocity](https://community.cumulocity.com/t/conversational-edge-intelligence-using-small-language-models-slms-with-cumulocity/13695)
**Author:** [@Kanishk\_Chaturvedi](https://community.cumulocity.com/u/Kanishk_Chaturvedi)\ **Replies:** 0\ **Last updated:** [November 17, 2025, 8:10am UTC](https://community.cumulocity.com/t/conversational-edge-intelligence-using-small-language-models-slms-with-cumulocity/13695 "2025-11-17T08:10:38Z")
Authors: @Kanishk\_Chaturvedi @Tobias\_Sommer Introduction The rise of Large Language Models (LLMs) such as GPT, Claude, and LLaMA has transformed the way humans interact with data. These models can reason, summarize, a… --- ## [Edge AI with Cumulocity: Bringing Intelligence Closer to the Source](https://community.cumulocity.com/t/edge-ai-with-cumulocity-bringing-intelligence-closer-to-the-source/13689)
**Author:** [@Kanishk\_Chaturvedi](https://community.cumulocity.com/u/Kanishk_Chaturvedi)\ **Replies:** 0\ **Last updated:** [November 17, 2025, 8:09am UTC](https://community.cumulocity.com/t/edge-ai-with-cumulocity-bringing-intelligence-closer-to-the-source/13689 "2025-11-17T08:09:58Z")
Authors: @Kanishk\_Chaturvedi @Tobias\_Sommer Introduction Artificial Intelligence is rapidly moving beyond the confines of centralized cloud data centers. As industrial systems, sensors, and connected products continue… --- ## [🧑‍💻 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… --- ## [Q4 2025 Cumulocity Enhancements](https://community.cumulocity.com/t/q4-2025-cumulocity-enhancements/12830)
**Author:** [@Warren\_DeLay](https://community.cumulocity.com/u/Warren_DeLay)\ **Replies:** 0\ **Last updated:** [October 23, 2025, 7:00am UTC](https://community.cumulocity.com/t/q4-2025-cumulocity-enhancements/12830 "2025-10-23T07:00:21Z")
Q4 2025 Cumulocity Enhancements: Smarter Dashboards, AI Workflows, and Next-Level Device Management Cumulocity’s Q4 2025 release pushes boundaries once again — introducing AI-assisted dashboards, smarter automation, an… --- ## [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… --- ## [📚 New Learning: Vision AI with Cumulocity](https://community.cumulocity.com/t/new-learning-vision-ai-with-cumulocity/12741)
**Author:** [@Anne\_Pilatus-Keller](https://community.cumulocity.com/u/Anne_Pilatus-Keller)\ **Replies:** 0\ **Last updated:** [September 24, 2025, 11:25am UTC](https://community.cumulocity.com/t/new-learning-vision-ai-with-cumulocity/12741 "2025-09-24T11:25:31Z")
Overview I’m excited to announce the new self-paced learning Vision AI with Cumulocity. This comprehensive learning experience is now available in our learning portal and designed to empower you with the fundamentals of … --- ## [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… --- ## [Cumulocity SPS Demo: Simplifying Cumulocity IoT Interactions Using Amazon Bedrock Generative AI](https://community.cumulocity.com/t/cumulocity-sps-demo-simplifying-cumulocity-iot-interactions-using-amazon-bedrock-generative-ai/3294)
**Author:** [@kanishk.chaturvedi](https://community.cumulocity.com/u/kanishk.chaturvedi)\ **Replies:** 1\ **Last updated:** [November 7, 2024, 2:54pm UTC](https://community.cumulocity.com/t/cumulocity-sps-demo-simplifying-cumulocity-iot-interactions-using-amazon-bedrock-generative-ai/3294 "2024-11-07T14:54:29Z")
Demo Overview Discover the power of our advanced Assistant, seamlessly integrating Cumulocity IoT with Amazon Bedrock’s Generative AI. This innovative Assistant transforms how users interact with IoT systems, enabling th… --- ## [Performing Machine Learning Inference on Cumulocity IoT Data using Open-Source Frameworks](https://community.cumulocity.com/t/performing-machine-learning-inference-on-cumulocity-iot-data-using-open-source-frameworks/4924)
**Author:** [@kanishk.chaturvedi](https://community.cumulocity.com/u/kanishk.chaturvedi)\ **Replies:** 0\ **Last updated:** [May 2, 2023, 9:52am UTC](https://community.cumulocity.com/t/performing-machine-learning-inference-on-cumulocity-iot-data-using-open-source-frameworks/4924 "2023-05-02T09:52:07Z")
Introduction Machine learning (ML) has become a ubiquitous part of modern technology, with applications ranging from image and speech recognition to predictive maintenance and anomaly detection in IoT devices. In this … --- ## [Turning your benched AI / Machine Learning models into value: How to operationalize your AI / ML models with Cumulocity IoT](https://community.cumulocity.com/t/turning-your-benched-ai-machine-learning-models-into-value-how-to-operationalize-your-ai-ml-models-with-cumulocity-iot/2496)
**Author:** [@Nick\_Van\_Damme1](https://community.cumulocity.com/u/Nick_Van_Damme1)\ **Replies:** 0\ **Last updated:** [March 6, 2024, 3:19pm UTC](https://community.cumulocity.com/t/turning-your-benched-ai-machine-learning-models-into-value-how-to-operationalize-your-ai-ml-models-with-cumulocity-iot/2496 "2024-03-06T15:19:56Z")
Authors: @Nick\_Van\_Damme1 @kanishk.chaturvedi Introduction Artificial Intelligence (AI) and Machine learning (ML) have become a ubiquitous part of modern technology, as they help deliver insights otherwise hidden… --- ## [Leveraging Hyperscaler Clouds for Machine Learning Inferencing on Cumulocity IoT Data](https://community.cumulocity.com/t/leveraging-hyperscaler-clouds-for-machine-learning-inferencing-on-cumulocity-iot-data/6312)
**Author:** [@kanishk.chaturvedi](https://community.cumulocity.com/u/kanishk.chaturvedi)\ **Replies:** 0\ **Last updated:** [March 4, 2024, 2:38pm UTC](https://community.cumulocity.com/t/leveraging-hyperscaler-clouds-for-machine-learning-inferencing-on-cumulocity-iot-data/6312 "2024-03-04T14:38:03Z")
Authors: @kanishk.chaturvedi @Nick\_Van\_Damme1 Introduction In the fast-paced world of IoT, processing and analyzing data in real-time is crucial. With billions of devices generating vast amounts of data, leveraging Ma… [Next page](https://community.cumulocity.com/tag/ai/1658.md?match_all_tags=true&page=1&tags%5B%5D=ai)