# Knowledge Base **URL:** https://forum.aim-linux.advantech.com/c/software-release-update/knowledge-base/18.md [Latest](https://forum.aim-linux.advantech.com/latest.md) · [Categories](https://forum.aim-linux.advantech.com/categories.md) · [Tags](https://forum.aim-linux.advantech.com/tags.md) --- ## [對於分類：Knowledge Base 的定義](https://forum.aim-linux.advantech.com/t/topic/52)
**Author:** [@jean.chang](https://forum.aim-linux.advantech.com/u/jean.chang)\ **Replies:** 0
--- ## [\[How-to Article\] Building an Edge AI Video Assistant on AOM-2521 Powered by NXP i.MX 95 with Ara240 DNPU](https://forum.aim-linux.advantech.com/t/how-to-article-building-an-edge-ai-video-assistant-on-aom-2521-powered-by-nxp-i-mx-95-with-ara240-dnpu/1511)
**Author:** [@phill.liu](https://forum.aim-linux.advantech.com/u/phill.liu)\ **Replies:** 0\ **Last updated:** [September 15, 2026, 2:34am UTC](https://forum.aim-linux.advantech.com/t/how-to-article-building-an-edge-ai-video-assistant-on-aom-2521-powered-by-nxp-i-mx-95-with-ara240-dnpu/1511 "2026-09-15T02:34:34Z")
1. Introduction Vision-Language Models (VLMs) are quickly becoming a practical way to bring natural-language understanding of camera and video content to the edge. Instead of simply detecting or classifying objects, V… --- ## [Building an Edge AI Assistant with NXP eIQ GenAI Flow 2.0 RAG](https://forum.aim-linux.advantech.com/t/building-an-edge-ai-assistant-with-nxp-eiq-genai-flow-2-0-rag/1383)
**Author:** [@phill.liu](https://forum.aim-linux.advantech.com/u/phill.liu)\ **Replies:** 0\ **Last updated:** [May 18, 2026, 3:49am UTC](https://forum.aim-linux.advantech.com/t/building-an-edge-ai-assistant-with-nxp-eiq-genai-flow-2-0-rag/1383 "2026-05-18T03:49:51Z")
1. Introduction With the rapid development of generative AI, deploying AI assistants on edge devices has become increasingly important for applications requiring privacy, low latency, and offline capabilities. The Ad… --- ## [\[How-to Article\] Zero to Edge: Build Optimized Object Detection on AOM-2721 OSM Development Kit](https://forum.aim-linux.advantech.com/t/how-to-article-zero-to-edge-build-optimized-object-detection-on-aom-2721-osm-development-kit/1293)
**Author:** [@phill.liu](https://forum.aim-linux.advantech.com/u/phill.liu)\ **Replies:** 0\ **Last updated:** [October 25, 2025, 11:30am UTC](https://forum.aim-linux.advantech.com/t/how-to-article-zero-to-edge-build-optimized-object-detection-on-aom-2721-osm-development-kit/1293 "2025-10-25T11:30:00Z")
1. Introduction The Advantech AOM-2721 is an Open Standard Module (OSM), specifically a Computer-on-Module that adopts the OSM 1.1 form factor. It’s designed to be a compact and integrated computing platform, particu… --- ## [\[How-to Article\] Optimally Deploy AI/ML Models on the Qualcomm QCS6490 Platform Using Linux](https://forum.aim-linux.advantech.com/t/how-to-article-optimally-deploy-ai-ml-models-on-the-qualcomm-qcs6490-platform-using-linux/1166)
**Author:** [@phill.liu](https://forum.aim-linux.advantech.com/u/phill.liu)\ **Replies:** 2\ **Last updated:** [August 25, 2025, 3:47am UTC](https://forum.aim-linux.advantech.com/t/how-to-article-optimally-deploy-ai-ml-models-on-the-qualcomm-qcs6490-platform-using-linux/1166 "2025-08-25T03:47:50Z")
1. Introduction Qualcomm introduced its Qualcomm Dragonwing™ portfolio earlier this year, delivering cutting-edge AI performance and ultra-low latency at the edge to unlock new possibilities for scalable industrial in… --- ## [\[How-to Article\] Get started with ROS on Yocto](https://forum.aim-linux.advantech.com/t/how-to-article-get-started-with-ros-on-yocto/129)
**Author:** [@charles.huang](https://forum.aim-linux.advantech.com/u/charles.huang)\ **Replies:** 22\ **Last updated:** [September 13, 2024, 7:52am UTC](https://forum.aim-linux.advantech.com/t/how-to-article-get-started-with-ros-on-yocto/129 "2024-09-13T07:52:39Z")
1 Introduction ROS is a set of software libraries and utilities that help users build robotic applications. A ROS distribution is a versioned set of ROS packages. These are akin to Linux distributions (e.g. Ubuntu) and … --- ## [\[How-to Article\] Streamlining Robotics Development with Advantech Robotic Development SDK](https://forum.aim-linux.advantech.com/t/how-to-article-streamlining-robotics-development-with-advantech-robotic-development-sdk/655)
**Author:** [@charles.huang](https://forum.aim-linux.advantech.com/u/charles.huang)\ **Replies:** 0\ **Last updated:** [December 5, 2023, 3:54am UTC](https://forum.aim-linux.advantech.com/t/how-to-article-streamlining-robotics-development-with-advantech-robotic-development-sdk/655 "2023-12-05T03:54:02Z")
1 Introduction: Advantech Robotic Development SDK provides a comprehensive framework to seamlessly integrate artificial intelligence (AI) techniques and peripheral devices into robotics applications. In this article,… --- ## [\[How-to Article\] Edge AI Made Efficient: Advantech's Arm-Based Platform and Hailo's AI Accelerator Module](https://forum.aim-linux.advantech.com/t/how-to-article-edge-ai-made-efficient-advantechs-arm-based-platform-and-hailos-ai-accelerator-module/458)
**Author:** [@charles.huang](https://forum.aim-linux.advantech.com/u/charles.huang)\ **Replies:** 1\ **Last updated:** [November 16, 2023, 6:06am UTC](https://forum.aim-linux.advantech.com/t/how-to-article-edge-ai-made-efficient-advantechs-arm-based-platform-and-hailos-ai-accelerator-module/458 "2023-11-16T06:06:10Z")
1 Introduction As machines shoulder more of the workload, massive amounts of data will be generated by devices and sensors, and drive demand for neural network processing. Centralized processing in datacenters is no lon… --- ## [\[How-to Article\] Start Using Windows 10 IoT Enterprise Using the Advantech ROM-5722 — An Arm-based SMARC 2.1 Computer-on-Module with NXP i.MX 8M Plus](https://forum.aim-linux.advantech.com/t/how-to-article-start-using-windows-10-iot-enterprise-using-the-advantech-rom-5722-an-arm-based-smarc-2-1-computer-on-module-with-nxp-i-mx-8m-plus/327)
**Author:** [@phill.liu](https://forum.aim-linux.advantech.com/u/phill.liu)\ **Replies:** 0\ **Last updated:** [November 7, 2022, 6:25am UTC](https://forum.aim-linux.advantech.com/t/how-to-article-start-using-windows-10-iot-enterprise-using-the-advantech-rom-5722-an-arm-based-smarc-2-1-computer-on-module-with-nxp-i-mx-8m-plus/327 "2022-11-07T06:25:46Z")
1. Introduction Advantech has placed board support packages (BSP) on ROM-5722 with i.MX 8M Plus series application processor platforms to support Windows 10 IoT Enterprise. This highly-optimized Windows 10 IoT BSP will … --- ## [\[How-to Article\] Using 4G in Embedded Linux Systems in AIoT Applications](https://forum.aim-linux.advantech.com/t/how-to-article-using-4g-in-embedded-linux-systems-in-aiot-applications/201)
**Author:** [@phill.liu](https://forum.aim-linux.advantech.com/u/phill.liu)\ **Replies:** 0\ **Last updated:** [August 2, 2022, 7:21am UTC](https://forum.aim-linux.advantech.com/t/how-to-article-using-4g-in-embedded-linux-systems-in-aiot-applications/201 "2022-08-02T07:21:01Z")
1. Introduction AIoT is the combination of AI and IoT, and presents new possibilities regarding the collection, analysis, and reaction to data. Indeed, AIoT could introduce smarter and faster decision-making capabilitie… --- ## [\[How-to Article\] Get Started with Windows 10 IoT Enterprise Using ROM-5720, an Arm-based Computer-on-Module](https://forum.aim-linux.advantech.com/t/how-to-article-get-started-with-windows-10-iot-enterprise-using-rom-5720-an-arm-based-computer-on-module/240)
**Author:** [@phill.liu](https://forum.aim-linux.advantech.com/u/phill.liu)\ **Replies:** 2\ **Last updated:** [October 12, 2022, 5:50am UTC](https://forum.aim-linux.advantech.com/t/how-to-article-get-started-with-windows-10-iot-enterprise-using-rom-5720-an-arm-based-computer-on-module/240 "2022-10-12T05:50:29Z")
1. Introduction A report from Arm and Microsoft, which surveyed developer attitudes about Windows on Arm, indicates that 81% of developers expect the Windows on Arm (WoA) market to grow in the next five years. Analogous… --- ## [\[How-to Article\] How to test RS-485 on RSB-4680?](https://forum.aim-linux.advantech.com/t/how-to-article-how-to-test-rs-485-on-rsb-4680/21)
**Author:** [@phill.liu](https://forum.aim-linux.advantech.com/u/phill.liu)\ **Replies:** 0\ **Last updated:** [December 21, 2021, 2:54am UTC](https://forum.aim-linux.advantech.com/t/how-to-article-how-to-test-rs-485-on-rsb-4680/21 "2021-12-21T02:54:34Z")
Problem Description: Testing RS 485 with Adam-4520 Answer: Prepare RS-232 to RS-485 converter (Adam -4520) COM4(232/485) (ttyS4 , 115200) , CN18 : Pin4 and Pin6 (jumper) Note : DB9 Pin 1 DATA - and DB9 Pin2 are …