<p id="isPasted">Embedded AI moved from concept to working prototype at the first-ever embedded world North America Hackathon, where student teams were challenged to turn real-world problems into functional Edge AI solutions.</p><p>The competition brought together 52 students across 12 teams, who had two days to develop solutions across four challenges: industrial automation, sensing, sustainability and robotics. Each team worked with an Arduino UNO Q, while the hackathon was powered by Arduino, Qualcomm, Quilter and ASUS.<sup>[1]</sup></p><h2>Two Days of Learning, Building and Problem-Solving</h2><p>Rather than simply proposing concepts, participants had to develop working solutions within a tightly constrained timeframe. Teams had to learn unfamiliar tools, build hardware and software systems, train or integrate AI models, troubleshoot problems and demonstrate their results.</p><p>That intensity was reflected in comments from Giovanni Salinas, Technical Advisor and Judge from Supplyframe, who said the challenges required students to learn new skills before they could even begin developing their solutions. He praised their drive, positive energy and problem-solving approach throughout the two-day event.</p><p>Ben Jordan, Judge from Quilter, highlighted another dimension of the competition. He noted that although the solutions were creative and technology-driven, the results showed the continuing importance of human judgement in deciding what should be built and how technology should address practical problems.</p><h1><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1791997928144-1791997928143.jpeg" width="602" height="401" class="fr-fic fr-dii" /><span class="fr-inner">Team 10. Source: Supplyframe.</span></span></span></h1><h2>Sustainability: ZOT ROT or NOT</h2><p>Team 10, ZOT ROT or NOT, won the Sustainability Challenge with a camera-powered conveyor designed to distinguish recyclable material, organic waste, and trash.<sup> [1]</sup></p><p>The team's Hackaday.io project describes a system in which a camera captures objects moving along a conveyor while the Arduino UNO Q processes the images locally. The system classifies items into the three categories and communicates the result to an OLED display, LEDs, and the sorting mechanism.<sup> [2]</sup></p><p>The team also documented its Edge Impulse object-detection model. Its initial unoptimised model achieved 89.6% validation accuracy, with an estimated on-device latency of 5 milliseconds.<sup> [3]</sup></p><p><a href="https://hackaday.io/project/206767-zot-rot-or-not" target="_blank" rel="noopener noreferrer"><strong>Explore ZOT ROT or NOT on Hackaday.io</strong></a></p><p>The project demonstrated a practical application of local computer vision: instead of relying on remote processing, the classification pipeline operates directly on the embedded system.</p><h1><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1791997928150-1791997928150.jpeg" width="602" height="401" class="fr-fic fr-dii" /><span class="fr-inner">Team 5. Source: Supplyframe.</span></span></span></h1><h2>Robotics: EmbedX</h2><p>Team 5, EmbedX, won the Robotics Challenge with an on-device AI system for robotic motion and navigation.<sup>[1]</sup></p><p>The project combined machine vision with robotic control, demonstrating how an embedded platform can connect perception with physical movement. The challenge highlighted an important characteristic of Edge AI: intelligence becomes more valuable when it can respond directly to information collected from the surrounding environment.</p><p>Rather than treating AI as a separate software function, the project connected sensing, computation, and physical action into a single system.</p><p><a href="https://hackaday.io/project/206753-team-embedx-robotics" target="_blank" rel="noopener noreferrer"><strong>Explore the EmbedX Robotics project on Hackaday.io</strong></a></p><h1><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1791997928156-1791997928156.jpeg" width="602" height="401" class="fr-fic fr-dii" /><span class="fr-inner">Team 3. Source: Supplyframe.</span></span></span></h1><h2>Industrial Automation: CRATE</h2><p>Team 3's CRATE — Chironomy Recognition As A Touchless Experience won the Industrial Automation Challenge.<sup>[1]</sup></p><p>The project uses an Arduino UNO Q, a camera, and a gesture-recognition model to identify hand gestures and translate them into commands. The team's Hackaday documentation states that it used a YOLOv5-based classifier and a dataset containing more than 450 images captured during the hackathon. <sup>[4]</sup></p><p>The final system reportedly achieved an average inference time of about 175 milliseconds and a 0.94 mAP@50 score, while displaying recognised gestures through the Arduino's LED matrix. <sup>[5]</sup></p><p>CRATE demonstrated how computer vision can be used to create alternative human-machine interfaces, particularly in environments where touch-based interaction may not always be convenient.</p><p><a href="https://hackaday.io/project/206741-crate-ewna-hackathon-team-3" target="_blank" rel="noopener noreferrer"><strong>Explore CRATE on Hackaday.io</strong></a></p><p><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1791997928162-1791997928162.jpeg" width="602" height="401" class="fr-fic fr-dii" /><span class="fr-inner">Team 8. Source: Supplyframe.</span></span></span></p><h2>Sensing: Zotduino</h2><p>Team 8, Zotduino, won the Sensing Challenge with a sound-event classification system designed around the needs of an elderly person living alone. <sup>[1]</sup></p><p>The concept focused on recognising potentially important household sounds, including events such as falls, broken glass and fire alarms, while maintaining privacy. According to the team's project documentation, sound classification was performed locally on the Arduino UNO Q, meaning audio did not need to be sent away from the device for processing. <sup>[6]</sup></p><p>The team explained that its design deliberately avoided cameras and cloud-based audio processing. A local classifier analyses the sound, while the system can provide a visual indication through an LED matrix.<sup>[6]</sup></p><p>This approach demonstrated one of the practical benefits of Edge AI: intelligent sensing can happen close to the data source while reducing the need to transmit sensitive information elsewhere.</p><p><a href="https://hackaday.io/project/206738-ewna-hackathon-team-8" target="_blank" rel="noopener noreferrer"><strong>Explore Zotduino on Hackaday.io</strong></a></p><h2>Making Embedded AI More Accessible</h2><p>Across the four winning projects, a common theme emerged: AI was not treated as an isolated software capability. Each team connected machine learning with physical hardware, sensors and real-world actions.</p><p>Rajan Mistry, a judge from Quilter, described the experience as an opportunity for students to learn new technologies, overcome engineering challenges and turn ideas into reality. He also pointed to platforms such as the Arduino UNO Q as making innovation more accessible.</p><p>The projects reflected that accessibility in different ways. ZOT ROT or NOT applied computer vision to waste sorting; CRATE used vision for touchless interaction; Zotduino explored privacy-conscious sound classification; and EmbedX connected AI with robotics.</p><h1><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1791997928168-1791997928168.jpeg" width="602" height="401" class="fr-fic fr-dii" /><span class="fr-inner">2026 embedded world North America Hackathon. Source: Supplyframe.</span></span></span></h1><h2>From Ideas to Working Systems</h2><p>The 2026 hackathon demonstrated the growing practicality of Edge AI in embedded development. Students took a problem, selected appropriate sensing and computing tools, integrated AI, and built a working prototype in just two days. <sup>[1]</sup></p><p>Perhaps the most important takeaway was not any single project, but the workflow shared by all four teams: understand a practical problem, experiment with available technology, iterate quickly, and connect intelligence to the physical world.</p><p>As embedded AI continues to develop, that ability to move quickly from an idea to a functioning system could become increasingly important. The hackathon clearly demonstrated that the next generation of embedded engineers is already experimenting with that approach.</p><p><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1791997928173-1791997928173.jpeg" width="602" height="401" class="fr-fic fr-dii" /><span class="fr-inner">2026 embedded world North America Hackathon Sponsors. Source: Supplyframe.</span></span></span></p><hr /><h3>References</h3><ol><li>Hackaday. Post-event announcement for the first-ever embedded world North America Hackathon. LinkedIn, 2026.<a href="https://www.linkedin.com/company/hackaday/"> https://www.linkedin.com/company/hackaday/</a></li><li>Hackaday.io, “ZOT ROT or NOT.” Project description and system overview for the camera-powered waste-sorting conveyor using Arduino UNO Q.<br />https://hackaday.io/project/206767-zot-rot-or-not </li><li>Hackaday.io, “Object Detection Model ZOT ROT or NOT.” Model accuracy, dataset and on-device latency details.<br />https://hackaday.io/project/206767-zot-rot-or-not/log/251074-object-detection-model </li><li>Hackaday.io, “CRATE: EWNA Hackathon Team 3 — Files.” Dataset and YOLOv5 model information.<br />https://hackaday.io/project/206741-crate-ewna-hackathon-team-3</li><li>Hackaday.io, “CRATE: EWNA Hackathon Team 3  Final log.” Inference performance, model score and system details.<br />https://hackaday.io/project/206741-crate-ewna-hackathon-team-3/log/251101-final-log</li><li>Hackaday.io, “EWNA Hackathon Team 8 — How we came up with the idea.” Privacy-focused sound classification concept and local processing approach.<br />https://hackaday.io/project/206738-ewna-hackathon-team-8/log/251059-how-we-came-up-with-the-idea</li></ol>

Highlights from the 2026 embedded world North America Hackathon

Edge AI in Action

<h2 id="isPasted">Hardware Made Live, on the Floor</h2><p>Hackaday is bringing the Keychain Hack to TCT Shenzhen 2026, a shared, multi-sponsor booth built around one idea: put real 3D printers to work in front of attendees and send everyone home with something they built themselves.</p><p>This isn't a display of finished parts behind glass. Sponsor machines run for all three days of the show, each producing a different enclosure variant for the badge that attendees assemble on site. The printers are the demo.</p><p>Hackaday's first activation in China sits inside TCT Shenzhen's wider Hackaday Program, which also includes a hackathon and a run of maker project showcases.</p><p>Date: <strong>October 14–16, 2026</strong><br />Location: <strong>Shenzhen World Exhibition &amp; Convention Center, Hall 15, Shenzhen</strong></p><h3>What to Expect</h3><ul><li><p>Sponsor 3D printers running live on the show floor, all three days</p></li><li><p>A hands-on badge build: a 3D-printed enclosure plus a small electronics kit</p></li><li><p>A photo booth kiosk where attendees upload a logo, photo, QR code, or custom graphic</p></li><li><p>A personalized, sponsor-branded keychain to take home</p></li><li><p>Open to everyone; no 3D printing or electronics background needed</p></li></ul><h3>How the Keychain Hack Works</h3><p id="isPasted">Attendees start at a sponsor's printer, which produces a distinct 3D-printed frame.</p><p>Assembly is simple: slot in the display module, snap the enclosure together, attach the keychain loop.</p><p>Then at the photo booth kiosk, attendees upload a logo, photo, QR code, or custom graphic that gets built into the piece itself.</p><p>Everyone leaves with a working, personalized keychain that has sponsor branding baked into the object, not simply printed on top of it. Produced with reprogrammable e-ink, attendees can continue to add personalized content to their keychains far beyond the event.</p><h3><a href="https://85458006.beschannels-plus.com/forms/71U4ZP1" target="_blank" rel="noopener noreferrer"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1790701778532-roll-out-33x79+copy.jpg" style="width:100%px" class="fr-fic fr-dib" /></a></h3><h3>Event Partners and Sponsors</h3><p>The Keychain Hack is sponsored by Snapmaker, Polymaker, and TCT Shenzhen.</p><p><a href="https://www.snapmaker.com">Snapmaker</a> supplies the desktop 3D printers running the badge build live on site. The company built its name on 3-in-1 machines combining 3D printing, laser engraving and CNC carving, and has shipped to more than 100,000 users worldwide.</p><p><a href="https://polymaker.com">Polymaker</a> supplies the filament. The Shanghai-headquartered materials company has been developing 3D printing filaments and composites since 2013, with distribution across North America, Europe and Asia.</p><p><a href="https://www.3dprint-expo.com/">TCT Shenzhen</a> is hosting the program as part of its own show, South China's exhibition for additive manufacturing and 3D printing, held in the heart of the Greater Bay Area.</p><h3 id="isPasted"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1790701787256-roll-out-33x79+copy+2.jpg" style="width:100%px" class="fr-fic fr-dib" /></h3><p><strong>Why Shenzhen</strong></p><p>Shenzhen sits at the intersection of electronics manufacturing, rapid prototyping and hardware supply chains, alongside a fast-growing additive manufacturing scene. That combination is what makes a build mixing 3D printing and electronics feel native to the city rather than bolted on.</p><h2>Attend TCT Shenzhen 2026</h2><p id="isPasted">TCT Shenzhen runs October 14 to 16, 2026, at the Shenzhen World Exhibition &amp; Convention Center, Hall 15. Visitor <a href="https://finderexpo.com/tickets/m0lk634f3e6u">registration for TCT Shenzhen</a> is free until October 13, 2026.</p><p><a href="https://85458006.beschannels-plus.com/forms/71U4ZP1"><strong>Register for Hackaday Keychain Hack here.</strong></a></p><p>Find the Keychain Hack on the show floor.</p>

Snapmaker, Polymaker, and TCT Shenzhen put working 3D printers on the show floor for a hands-on badge build that mixes electronics with additive manufacturing.

The Keychain Hack: Hackaday at TCT Shenzhen 2026

<h2 id="isPasted">Where Simulation Meets the People Building What's Next</h2><p>Modeling and simulation have moved from specialized engineering tools to a shared language across aerospace, energy, life sciences, mobility, semiconductor manufacturing, and electronics development. The COMSOL Conference exists to put the technical users, researchers, students, and the managers trying to get more out of their simulation teams in the same room to focus on solving one question: how is multiphysics modeling actually changing what gets built?</p><p><span><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1789484701366-CC26_web_Keynotes-1.png" class="fr-fic fr-dii" /><span class="fr-inner">Keynotes. Source: COMSOL Conference.</span></span></span><br /></span></p><h3>What to Expect</h3><p>Five editions run this fall, each drawing its own regional community into the same core program: keynote talks from industry leaders, poster and slideshow presentations on live research and design work, and 20+ minicourses that cut across engineering disciplines rather than sticking to one. Every pass includes access to keynotes, presentations, minicourses, the exhibition hall, evening events, receptions, meals, and refreshments.</p><p>Minicourses form the technical backbone at both events: instructor-led, hour-long sessions covering modeling techniques, software functionality, and the theory underneath them, each with live demos in COMSOL Multiphysics® and a closing Q&amp;A. Sessions have been designed to serve both new users and experienced ones. Demo stations pair attendees one-on-one with COMSOL applications engineers on their own modeling projects rather than sending them home with a technique to test alone.</p><p><a href="https://www.comsol.com/conference">See the full conference program.</a></p><h3>COMSOL Conference 2026: Five Editions, One Community</h3><p>Same program architecture, different regional centers. </p><p><span><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1789485099244-COMSOL+Conference+2026+.2.jpg" class="fr-fic fr-dii" /><span class="fr-inner">Talks, Minicourses, &amp; User Presentations. Source: COMSOL Conference.</span></span></span></span></p><h3><strong>COMSOL Conference 2026 Cambridge</strong></h3><p>September 23–25 · Churchill College, Cambridge</p><p id="isPasted">The Cambridge edition draws technical teams and entrepreneurs from across EMEA, and the people who keep coming back describe the same value in different ways. Eleonora Manoli of Barilla Group has attended multiple editions and calls the mix of technical talks, plenaries, and hands-on minicourses a consistent source of fresh ideas across simulation fields. Alexey Popov of VTT Technical Research Centre of Finland points to the access itself — the chance to sit down with a COMSOL engineer and work through a specific simulation challenge in depth.</p><p>Keynote talks include:</p><ul><li><p>Douglas Herbert of Rolls-Royce discusses the challenges and opportunities of developing advanced electrical machines for aerospace.</p></li><li><p>Dr. Jonathan Horne-Jones of the UK Atomic Energy Authority (UKAEA) presents his approach to identifying and evaluating simulation capabilities in fusion engineering solutions.</p></li><li><p>Raju Yalagada of Airbus will discuss how simulation plays a vital role in the aerospace industry.</p></li><li><p>James Ellis of Oxford Instruments Plasma Technology (OIPT), joins to talk about predictive science in plasma processing.</p></li><li><p>Dr. Christian Geitner of Fraunhofer UMSICHT presents a multiscale COMSOL model for a two-story moving DRI reactor with a 1.7 m reaction zone.</p></li><li><p>François Cornat of CorWave dives into the role of numerical simulation in the development of ventricular assist devices.</p></li><li><p>Robert Mathershaw of Dstl highlights case studies where the COMSOL Multiphysics® software addresses a range of defense challenges.</p></li></ul><p>Engineers and researchers from organizations like Tetra Pak, STMicroelectronics, and Johnson Matthey present their modeling work through slideshows and posters, walk through methodology, share results, and take questions directly, turning the exhibition hall into a working session rather than a trade floor.</p><p><a href="https://www.comsol.com/conference/cambridge#pricing-section" target="_blank" rel="noopener noreferrer">Register for Cambridge</a></p><h3><br /><strong>COMSOL Conference 2026 Boston</strong></h3><p>October 7–9 · Boston Marriott Burlington</p><p>Speakers from NASA, Intel, General Motors, MIT, Formula E, Rice University, Vertex Pharmaceuticals, and Oak Ridge National Laboratory anchor the Boston program, each speaking to how modeling and simulation moves their work from concept to result. Keynote sessions put them on stage to walk through the modeling decisions behind their most demanding engineering problems, supplemented with Q&amp;A, plus a COMSOL-led keynote giving an early look at an upcoming version of the software.</p><p>The Boston edition also runs the COMSOL Innovation Contest, raising the stakes on the user-presentation format: six finalists across aerospace and defense, automotive and mobility, energy, life sciences, manufacturing, and semiconductors present their work live, competing for a $50,000 grand prize and a $5,000 popular-vote award.</p><p><a href="https://www.comsol.com/conference/boston#pricing-section" target="_blank" rel="noopener noreferrer">Register for Boston</a></p><h3><strong>COMSOL Conference 2026 Tokyo</strong></h3><p>October 21–22 · Akasaka Intercity Conference, Tokyo</p><p>The Tokyo edition brings the same architecture to Japan's simulation community: keynote talks from industry leaders, poster sessions, and presentations from invited speakers, aimed at giving technical users, R&amp;D-track students, and team leads a shared look at where modeling and simulation are heading next. As with every stop on the tour, the program is built to work through discipline lines rather than around them, so an attendee working in electronics can walk out with a technique that started in life sciences or energy.</p><p><a href="https://www.comsol.com/conference/tokyo#pricing-section" target="_blank" rel="noopener noreferrer">Register for Tokyo</a></p><h3><strong>COMSOL Conference 2026 Shenzhen</strong></h3><p>October 22–23 · Sheraton Shenzhen</p><p>Landing the day after Tokyo closes, the Shenzhen edition gives China's simulation community its own stop on the tour, with the same keynote, minicourse, and poster-session structure running under it. Poster presentations carry particular weight here: attendees vote directly on their favorites, and the conference names up to three Best Poster by Popular Vote winners on the final day, judged by committee when submissions tie.</p><p><a href="https://www.comsol.com/conference/shenzhen#pricing-section" target="_blank" rel="noopener noreferrer">Register for Shenzhen</a></p><h3><strong>COMSOL Conference 2026 Bengaluru</strong></h3><p>December 3–4 · Hyatt Centric Hebbal, Bengaluru</p><p>The Bengaluru edition brings minicourses in modeling workflow, electromagnetics, structural &amp; acoustics, fluid &amp; heat, chemical engineering, and more. Join us December 3 and 4 for minicourses, talks, six keynote sessions, and the COMSOL award ceremony. </p><p>Attendees of the COMSOL Conference 2026 Bengaluru will have the opportunity to win various awards for innovative uses of the COMSOL Multiphysics®. 2026's awards include:</p><ul><li>2 Best Paper awards selected by the program chair</li><li>2 Best Poster awards selected by the program chair</li><li>1 Best Poster award by popular vote</li></ul><p><a href="https://www.comsol.com/conference/bengaluru" target="_blank" rel="noopener noreferrer">Register for Bengaluru</a></p>

The COMSOL Conference provides a space for technical teams and entrepreneurs to meet in person, exchange ideas, and learn from each other. Join us for the COMSOL Conference 2026 in a city near you.

COMSOL Conference 2026: Connecting the Minds Behind Innovation

<p id="isPasted">On October 14, 2026, under the towering canopy of the Shenzhen World Exhibition &amp; Convention Center (Shenzhen World for short), thousands will come together for the third edition of <a href="https://en.tctasia.cn/tctshenzhen.shtml">TCT Shenzhen</a>, an event focused on the growing 3D printing industry in South China’s Greater Bay Area. </p><p><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1789757540429-1789757540429.jpeg" width="554" height="303" class="fr-fic fr-dii" /></p><p>The region, which comprises tech hub Shenzhen, as well as Hong Kong, Macao, and Guangzhou, is becoming increasingly important within the broader additive manufacturing sector by driving innovation in the consumer and electronics subsegments and establishing large-scale AM factories to meet growing demand for 3D printed products in Southeast Asia and beyond. </p><p>TCT Shenzhen is a reflection of the region’s significance as a global 3D printing hub, and serves as a place for industry players to connect, to showcase the latest innovations, and to create new business opportunities. Notably, for Chinese companies, TCT Shenzhen acts as a gateway into international markets, while international buyers and visitors of the event can see firsthand the region’s cutting-edge manufacturing capabilities.</p><p>As we’ll cover, the three-day event has a full schedule and a diversity of things to discover, from over 250 exhibitors showcasing hundreds of new products, to over 80 sessions covering key industry trends, to various programs like the 3D Genius Hub and a Hackaday hackathon. </p><h2>Driving the New Wave of 3D Printing Innovation</h2><p>In Hall 15 of Shenzhen World, TCT Shenzhen organizers are preparing to host over 250 exhibitors spanning the entire value chain of additive manufacturing, including hardware, materials, software, services, and end-use applications. While the full list of exhibitors has not been disclosed yet, here’s a glimpse of what will be on show.</p><h3>Hardware</h3><p>Under the theme “Drive the New Wave of 3D Printing Innovation”, the event will showcase the latest 3D printing equipment, including metal, polymer, ceramic, and sand mold printing technologies. Among the leading exhibitors in the hardware space are Avimetal, ELEGOO, Formlabs, Makera, Creality, lingxi, eufyMake, Xhorse, MINGPIN, Douchuan 3D, WSX, GUANGSU.</p><h3>Materials</h3><p>In the materials segment, exhibitors including Zhongyuan, Honggang Petrochemical, Royal, Global Laser Box, and HISUN will display a wide variety of 3D printing consumables, from consumer polymers and engineering composites, to industrial metal powders and technical ceramics.  </p><h3>Software and Services</h3><p>On the software and services side, TCT Shenzhen will welcome a host of innovative exhibitors, including specialists in CAD modeling, topology optimization, digital twin technology, process simulation, slicing, and digital manufacturing services. While the exhaustive list of exhibitors has not yet been released, visitors can expect to see key players in the software and services space, including GENI, HOME-LINK, Pliith, Demute Intelligence, FLOW 3D, ZHUJIN, and pancolour. </p><h3>Applications</h3><p>Of course, no trade show would be complete without a focus on end-use applications that demonstrate the versatility of 3D printing technologies and the capacity of the value chain components exhibited. Various applications will be on show, including consumer products, consumer electronics, luxury goods like jewelry, tooling and molds, new energy vehicles, dental and medical devices, and low-altitude economy systems. Notably, TCT Shenzhen 2026 will highlight AI-enabled 3D printing applications, especially related to the use of AI for 3D printing design and manufacturing workflow efficiency. On this front, several AI innovators will be present, including Tripo AI, Meshy, DreamTech, Hi3D, Deemos, QUWAN, and SeaMe. </p><h2>Seven Highlights at TCT Shenzhen 2026</h2><p>In addition to the main exhibition hall, TCT Shenzhen also invites visitors to participate in a range of discussions, networking events, and interactive experiences, all geared towards driving AM innovation and creating valuable connections. Here are the seven key highlights to look forward to:</p><ol><li><strong>80+ Sessions on Industry Trends</strong></li></ol><p>Over the course of the three-day trade show, there will be over 80 sessions covering the 3D printing industry’s latest developments and biggest trends. These sessions comprise industry forums, technical presentations, product launches, maker activities, and networking opportunities. Topics to be covered include medical and dental applications, consumer products, thermal management, the low-altitude economy, and global market expansion. </p><p><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1789757540451-1789757540451.jpeg" width="624" height="390" class="fr-fic fr-dii" /><span class="fr-inner">Source: TCT Shenzhen</span></span></span></p><ol><li><p><strong>3D Genius Hub</strong></p></li></ol><p>After previous successful editions, the 3D Genius Hub is back again for TCT Shenzhen 2026. With a dedicated space for innovation, discussions, and maker culture, the 3D Genius Hub emphasizes 3D printing’s role as a creative technology, enabling new ideas to come to life. As TCT Shenzhen says: “Rather than simply viewing products on the show floor, visitors can discover new ideas around future products, innovative design and digital manufacturing.” As part of the 3D Genius Hub, the organizers are also connecting with INNO100 Global Innovation Flagship Store to showcase new 3D printing projects—including popular Kickstarters—from around the world.</p><ol><li><p><strong>Business Matchmaking</strong></p></li></ol><p>Networking is an integral part of industry events and to support this side of TCT Shenzhen, organizers have set up a Business Matchmaking program that facilitates face-to-face meetings between exhibitors, buyers, distributors, agents, and end users from Southeast Asia, Japan, South Korea, and beyond. As part of this program, matches are strategically made based on specific business requirements that are collected ahead of the event by TCT Shenzhen.</p><ol><li><p><strong>AI + 3D Printing Intelligent Manufacturing Forum</strong></p></li></ol><p>In this topical forum, a number of AI experts and companies will come together to discuss how AI is impacting the 3D printing industry, with a particular focus on how AI tools, such as Tripo AI and Hi3D, can aid in the development of new products through generative design. The forum will also cover AI’s role in optimizing production processes and increasing manufacturing efficiency, showing how the technology can lead to new commercial opportunities. </p><ol><li><p><strong>Hackaday Program</strong></p></li></ol><p>Hackaday, the global open-source hardware platform, will be making its first appearance in China as part of a TCT Shenzhen program. The collaborative program will consist of a hackathon, maker project showcases, and a DIY activity that will invite participants to make their own electronic badges. This interactive segment of TCT Shenzhen is open to all visitors, including those without professional AM experience, and aims to drive connection and innovation through hands-on making.</p><ol><li><p><strong>3D Printing Footwear Summit</strong></p></li></ol><p>TCT Shenzhen will be hosting the second edition of the China 3D Printing Footwear Summit this October. As the name suggests, this summit will be focused on 3D printed footwear, which is one of the most visible and fastest growing consumer AM application areas. From sandals to performance athletic shoes, 3D printing is transforming how designers and manufacturers approach shoe development. To discuss this transformation, footwear brands, equipment and materials companies, and segment experts will come together to talk about the current state and future of footwear 3D printing.</p><ol><li><p><strong>The 3D Printing Farm Ecosystem Summit</strong></p></li></ol><p>Last but certainly not least in TCT Shenzhen’s event round-up is the 3D Printing Farm Ecosystem Summit. This event will showcase one of the region’s particular strengths: the establishment of large-scale 3D print farms, capable of massive production volumes. The 3D Printing Farm Ecosystem Summit will bring together experts in the field to look at what’s behind the rise in these production sites (i.e., advances in desktop 3D printing, AI, cross-border e-commerce), as well as discuss print farm operations, supply-chain collaboration, and more. </p><h2>Visitor Information &amp; Directions</h2><p>As TCT Shenzhen organizers make their final preparations, visitors are welcome to <a href="https://en.tctasia.cn/tctshenzhen.shtml">pre-register for the upcoming event</a>. (Note that registration for visitors is free until October 13, 2026.) As we said, the event will be held over three days, from <strong>October 14 to 16, 2026, at the Shenzhen World Exhibition &amp; Convention Center.  </strong></p><p><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1789757540465-1789757540465.jpeg" width="517" height="442" class="fr-fic fr-dii" /><span class="fr-inner">Source: TCT Shenzhen</span></span></span></p><p>The venue is accessible by public transit, and TCT Shenzhen has provided the following directions:</p><p><strong>Getting to the venue by metro:</strong></p><p>Line 12 → Guozhan North Station, Exit D; approximately 15 minutes on foot or 5 minutes by bike to Hall 15. Or, Line 20 → Guozhan Station, Exit D; approximately 15 minutes on foot or 5 minutes by bike to Hall 15.</p><p><strong>Getting to the venue from Shenzhen North Railway Station:</strong></p><p>Take Line 5 from Shenzhen North Station to Lingzhi Station, transfer to Line 12 and get off at Guozhan North Station, Exit D. Hall 15 is approximately a 15-minute walk from the station. Total journey time is around 1.5 hours.</p><p><strong>Getting to the venue from Shenzhen Bao'an International Airport:</strong></p><p>Grab a taxi (approximately 25 minutes) or take the metro line 11 from Airport Station to Airport North Station, transfer to Line 20 and get off at Guozhan Station, Exit D. Walk approximately 15 minutes to Hall 15. Total journey time is around 45 minutes.</p><p><a href="https://en.tctasia.cn/tctshenzhen.shtml" target="_blank" rel="noopener noreferrer">For additional information about the event, check out the TCT Shenzhen event page.</a></p><p><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1789760027466-TCT%232.png" style="width:100%px" class="fr-fic fr-dib" /></p>

With just one month before the South Asian 3D printing trade show, we look at the events and showcases visitors will be able to take part in.

What Not to Miss at TCT Shenzhen 2026

<h2 id="isPasted">embedded world North America 2026</h2><p>From<strong> September 22–24</strong>, <a href="https://embedded-world-na.com/" target="_blank" rel="noopener noreferrer">embedded world North America</a> brings together design engineers, systems architects, firmware developers, and product leaders at the <strong>Anaheim Convention Center</strong> for three days dedicated to the future of embedded innovation.</p><h2><a href="https://www.prereg.net/2026/ewna/" target="_blank" rel="noopener noreferrer">Register Now</a></h2><p><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1787147241216-1787147241214.png" width="624" height="69" class="fr-fic fr-dii" /></p><p><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1788213282343-embedded+world+North+America+2026+images.png" width="624" height="350.9896845230088" class="fr-fic fr-dii" /><span class="fr-inner">Copyright: NürnbergMesse North America</span></span></span></p><h3>What to Expect</h3><p>With 150+ exhibitors, 100+ technical sessions, and 100,000 square feet of exhibition space, embedded world North America brings the full embedded ecosystem into one venue. From agentic AI and autonomous systems to open hardware platforms, this event is built to give you both big-picture context and takeaways you can apply directly to your own work.</p><p><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1787147038128-1787147038128.jpeg" width="624" height="468" class="fr-fic fr-dii" /></p><h3>Hear from the People Who Are Building What's Next</h3><p>Keynote speakers this year include <strong>Deepu Talla</strong>, VP of Robotics and Edge AI at NVIDIA, presenting on an open platform for autonomous, agentic systems, and <strong>F</strong><strong>abio Violante</strong>, VP and GM of Arduino at Qualcomm, on powering AI in the physical world.</p><p><a href="https://embedded-world-na.com/conference-program/" target="_blank" rel="noopener noreferrer">See the full conference program.</a></p><p><span class="fr-img-caption fr-fic fr-dib"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1787147275006-embedded+world+North+America+2026+images+%281%29.jpg" style="width:100%px" class="fr-fic fr-dib" /><span class="fr-inner">Copyright: NürnbergMesse North America</span></span></span></p><h3>A Show Floor Built Around Real Engineering Challenges</h3><p id="isPasted">The technical conference is led by the developers and innovators doing the work. Breakout sessions are organized around real development challenges, current trends, and emerging applications, not vendor pitches.</p><p>On the show floor, 150+ exhibitors give you direct access to the components, tools, and platforms shaping embedded design today. The Hackathon and Robotics Lab add a hands-on layer, letting you test ideas as working demos rather than just hear about them from a stage.</p><p>In between sessions, there's room to step back, keep conversations going, and connect with others solving similar problems.</p><p><br /></p><h3>Join the Conversation</h3><p>More than anything, embedded world North America is about bringing the embedded community together in one place. It's a chance to learn, compare notes, and see how others are approaching the same problems you are.</p><p><a href="https://www.prereg.net/2026/ewna/" target="_blank" rel="noopener noreferrer" id="isPasted">Register for your tickets now online</a>, and join us September 22-24 in Anaheim, California.</p><p><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1787147642928-1787147642928.jpeg" width="624" height="327" class="fr-fic fr-dii" /></p><p><br /></p>

embedded world North America is the premier trade show and conference dedicated to the community of innovators and developers in the embedded tech ecosystem.

embedded world North America 2026 - Anaheim, CA

<p id="isPasted">A machine-learning model running successfully in a software environment is simply the first hurdle. The real challenge is taking that model and turning it into a working embedded system by managing sensors, resources, latency, power, and physical hardware under considerable time constraints.</p><p>The inaugural <a href="https://embedded-world-na.com/activations/" target="_blank" rel="noopener noreferrer">Edge AI Hackathon at embedded world North America</a> (Anaheim, September 22–24, 2026) will see university students tackle that engineering challenge live on the show floor. Nearly 50 students will form teams of four to five people to participate in a two-day embedded hardware hackathon. Professional mentors will support the teams as they move from initial concept to working demonstration.</p><h2>Building AI That Can Sense, Decide, and Act Locally</h2><p>The central challenge is to create AI systems that operate at the edge. Instead of relying entirely on remote cloud infrastructure, teams will use sponsor-provided computing and embedded hardware to run AI workloads locally.</p><p>Processing information on or close to the device can reduce latency and dependence on network connectivity, allowing systems to respond to their surroundings in real time. It also forces teams to think beyond the AI model itself. Their concepts must account for hardware integration, sensor inputs, software constraints, and the physical action or output produced by the system.</p><p>The hackathon will include four challenge tracks covering practical applications of edge AI, including autonomous systems, robotics, smart infrastructure, and human-machine interfaces.</p><p>Potential projects could include a robotic arm that identifies and sorts objects, a mobile system that uses computer vision to avoid obstacles, predictive motor control that responds to anomalies, or multiple devices coordinating around a shared inference process.</p><p>Each challenge asks students to turn an AI concept into something that works outside a controlled software environment.</p><h2>Engineering at the Event Live</h2><p>Unlike an overnight hackathon held behind closed doors, these builds will take place during conference hours and remain visible to attendees.</p><p>Visitors will be able to follow the teams’ progress, see their systems take shape, and observe the practical decisions involved in developing an edge AI application. Live commentary and project updates are also planned throughout the event.</p><p>The limited build time will require teams to divide responsibilities, assemble and integrate their hardware, develop and test software, troubleshoot problems, and prepare a working demonstration.</p><p>The hackathon will conclude with final demonstrations and an awards ceremony. Four winning teams will each receive a $1,000 cash prize, along with hardware and gear from event sponsors.</p><p><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1788799954594-260713_ewn_social_cards_persona_serie_engineer_product_procurement_v02_222250980.png" style="width:100%px" class="fr-fic fr-dib" /></p><h2><br /></h2><h2><br /></h2><h2><br /></h2><h2>Connecting Students with the Embedded Industry</h2><p>Arduino and Qualcomm are the title sponsors of the hackathon. Quilter is supporting the robotics challenge, while ASUS is supporting the sustainability challenge.</p><p>Through the hardware, tools, and mentorship available during the event, students will gain practical experience with the technologies and engineering workflows involved in embedded AI development.</p><p>The event also allows participants to work alongside students from other universities, learn from professional engineers, and connect with companies active in embedded computing.</p><h2>Extending the Work Beyond the Event</h2><p>The hackathon is designed to produce more than temporary show-floor demonstrations. Teams will document their progress and project outcomes, helping other engineers understand how they approached the problem, what solutions they attempted, and what they learned.</p><p>Wevolver will share coverage of the event and the projects developed by the participating teams, creating a wider record of the ideas and engineering work produced during the hackathon.</p><p><a href="https://www.prereg.net/2026/ewna/">Learn more about the Edge AI Hackathon and register for embedded world North America here.</a></p>

A 2-day show-floor hackathon in Anaheim will bring together nearly 50 university students to build and demonstrate on-device AI systems with support from industry mentors.

Student Teams Put Edge AI to Work, Live at embedded world North America

<p id="isPasted">Date: <strong>September 22–24, 2026</strong><br />Location: <strong>Anaheim, California</strong></p><h2>Build and Demonstrate Edge AI in Action</h2><p>The inaugural <a href="https://embedded-world-na.com/activations/" target="_blank" rel="noopener noreferrer">embedded world North America Edge AI Hackathon</a> will allow teams to design and prototype real-time, on-device AI applications on the show floor.</p><p>Working in teams of four to five people and supported by professional mentors, participants will move from initial concept to working prototype during conference hours. The event will conclude with live demonstrations and an awards ceremony on the show floor.</p><p>Teams will work across four practical edge AI challenge tracks, including robotics and sustainability, using hardware and development tools supplied by event sponsors.</p><h3>What to Expect</h3><ul><li><p>A live embedded hardware hackathon on the show floor</p></li><li><p>University teams working alongside professional mentors</p></li><li><p>Real-time, on-device AI development</p></li><li><p>Live commentary and project updates</p></li><li><p>Final team demonstrations and an awards ceremony</p></li><li><p>Four $1,000 prizes, along with hardware and gear from event sponsors</p></li></ul><h3>Event Partners and Sponsors</h3><p>Arduino and Qualcomm are the title sponsors of the hackathon. Quilter is supporting the robotics challenge, while ASUS is supporting the sustainability challenge.</p><p>The program brings together embedded world North America, Hackaday, Supplyframe, and Wevolver to connect a live engineering challenge with wider project documentation and editorial coverage.</p><p><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1788499321825-Electroplating+%26+Coatings+%286%29.jpg" style="width:100%px" class="fr-fic fr-dib" /></p><p>Powered by title sponsors Arduino and Qualcomm, robotics challenge sponsor Quilter, and sustainability challenge sponsor ASUS.</p><h3>Follow the Projects</h3><p>Wevolver will provide ongoing coverage of the hackathon, including features on the projects developed by participating teams. Check back for updates and highlights as the final builds take shape.</p><h2>Attend embedded world North America</h2><p>See university teams put edge AI into practice, and <a href="https://embedded-world-na.com/" target="_blank" rel="noopener noreferrer">follow their progress live from the show floor</a> in Anaheim.</p><p><a href="https://www.prereg.net/2026/ewna/" target="_blank" rel="noopener noreferrer">Register for embedded world North America here.</a></p><p><br /></p><p><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1788498747387-EW-1200x628.png" style="width:100%px" class="fr-fic fr-dib" /></p>

Build, test, and demonstrate on-device AI systems during a live engineering challenge on the embedded world North America show floor.

Edge AI Hackathon at embedded world North America 2026

<p>Robotics is expanding across manufacturing, automotive production, aerospace, healthcare, logistics, and industrial automation. Despite their different uses in various industries, all modern robots share the same procedural requirements: sensing conditions, processing data, making decisions, and acting in the physical world.</p><p><a href="https://wevlv.co/ew_na_lp" id="isPasted"><strong>embedded world North America</strong></a><strong> </strong>will take place from <strong>September 22nd to the 24th, 2026</strong>, at the <strong>Anaheim Convention Center</strong> in Anaheim, CA, US. It provides a focused platform for the embedded technology community across the United States, Canada, and Mexico. Organisers expect more than 5,000 visitors, over 250 exhibitors, more than 60 technical sessions, and 100,000 square feet of exhibition space.<sup>[1]</sup></p><p>The Robotics Lab is a hands-on show-floor feature connecting embedded systems, AI, human-machine interaction, and practical applications. It shifts attention from robots as finished machines to the technology stack behind them.</p><h2>Why Robotics Belongs at an Embedded Systems Event</h2><h3>Embedded Systems as the Foundation of Robotics</h3><p>Robots depend on microcontrollers, systems-on-chip, sensors, real-time operating systems, connectivity, and embedded software. Sensors collect data, processors interpret it, and software turns it into movement. Timing is critical because delays can affect accuracy and safety.</p><p>AI cannot compensate for weak sensing, limited processing, high energy use, or unreliable control. The wider embedded world platform encompasses the components, modules, operating systems, communication systems, and design tools that underpin this foundation.<sup>[2]</sup></p><h3>Robotics as a Clear Use Case for Embedded Innovation</h3><p>Robotics combines hardware, firmware, software, AI, and connectivity. A mobile robot may process urgent tasks locally while sending selected data to an edge or cloud platform.</p><p>This makes technical choices visible. Processing delays affect movement, sensor errors affect decisions, and network loss can interrupt remote functions. Robotics therefore matters to engineers, developers, integrators, product managers, and research leaders. It also provides a practical way to examine productivity, safety, automation, and industrial change.<sup> [3]</sup></p><h2>The Robotics Lab Visitor Journey</h2><h3>A Structured Four-Zone Experience</h3><p>The approximately 800-square-foot Robotics Lab is planned as a journey through four connected zones: Embedded Intelligence, AI and Autonomy Engine, Human-Machine Interaction, and Industry Applications and Future Robotics.</p><p>The route moves from control components to decision-making, interaction with people, and final industry use. It shows that autonomy depends on the embedded platform, data, software, AI models, interfaces, and operating environment.</p><h3>From Embedded Intelligence to Industry Application</h3><p>Embedded systems provide sensing, processing, and control. AI adds perception, learning, and autonomy. Human-machine interaction connects robots with operators, while industry applications place the complete system in environments with specific safety, performance, and reliability needs.</p><p>Following this sequence helps visitors see how decisions at one level affect those at other levels. A strong AI model may still fail on limited hardware, while a capable robot may remain difficult to use if its interface is unclear.</p><h2>The Four Robotics Lab Zones</h2><h3>Zone 1: Embedded Intelligence</h3><p>This zone covers microcontrollers, SoCs, sensors, RTOS platforms, and connectivity. Together, they manage robotic control, collect operational data, support predictable timing, and connect robots with other systems.</p><p>The main point is simple: every intelligent robot begins with an embedded platform designed for its task.</p><h3>Zone 2: AI and Autonomy Engine</h3><p>Machine learning supports pattern recognition and adaptive behaviour, while computer vision enables inspection, object detection, and navigation. Simulation allows teams to test and improve systems before physical deployment.</p><p>AI processing may run on the robot, at the edge, or in the cloud. On-device and edge processing can reduce latency, while cloud systems can support training, storage, and coordination. Research on edge robotics identifies reduced latency, mobility, location awareness, and real-time processing as key benefits.<sup> [4]</sup></p><h3>Zone 3: Human-Machine Interaction</h3><p>This zone includes cobots, control displays, AR and VR, voice and gesture control, and safety systems. These tools can support training, monitoring, programming, and maintenance.</p><p>Robots working near people need clear status information, predictable movement, accessible emergency controls, and defined limits. Augmented and mixed reality can support robot control, training, monitoring, and clearer communication between people and machines. <sup>[5]</sup> Human-Centered design should make robotic behaviour easier to understand without hiding uncertainty or risk.</p><h3>Zone 4: Industry Applications and Future Robotics</h3><p>The final zone connects robotics with automotive manufacturing, aerospace, healthcare, logistics, industrial automation, smart factories, and emerging fields.</p><p>Requirements differ by sector. Factory robots may work in controlled cells, warehouse robots must handle changing routes and people, and healthcare systems require close attention to safety, privacy, hygiene, and reliability.</p><p>Displays should explain not only what a robot does, but also the sensors, processing systems, safety controls, and operating conditions behind it.</p><h2>Hands-On Experiences and Technical Programming</h2><h3>Interactive Show-Floor Elements</h3><p>The lab can include live robotics demonstrations, AI inference examples, cobots, sensor walls, simulation tools, AR and VR interfaces, gesture control, and industry-specific application pods. These displays can show how sensor input becomes an AI result and then a physical action.</p><p>embedded world North America offers a hands-on technical setting where companies can demonstrate technologies directly to engineers and other technical visitors.<sup>[3] </sup>Demonstrations should also state whether processing is remote, routes are pre-mapped, or models are trained for selected objects.</p><h3>Engagement Through Learning Formats</h3><p>Ten-minute technical sessions, expert-led tours, and workshops can cover robotics programming, sensing, simulation, and AI model tuning.</p><p>Tours can connect the four zones, while workshops let visitors examine trade-offs involving processing, memory, power, and deployment. These formats can serve embedded engineers, robotics and AI developers, product leaders, and technical executives.</p><h2>Value for Attendees, Exhibitors, and Sponsors</h2><h3>Attendee </h3><p>For attendees, the lab shows how robotic systems move from individual components to deployment. It brings together embedded systems, AI, HMI, and industry applications, and connects robotics trends with practical challenges in sensing, integration, connectivity, safety, and reliability.</p><p>Compared with a standard booth display, live and interactive exhibits offer a more active way to understand how robotic technologies operate in real applications.</p><h3>Exhibitor and Sponsor</h3><p>For exhibitors and sponsors, the lab can offer zone-level sponsorship, ownership of selected demonstrations, branded robotics experiences, and participation in technical sessions, tours, and workshops.</p><p>Direct engagement with engineers and decision-makers can support lead generation and provide a clearer way to show real-world technology impact. The official exhibitor information also presents live demonstrations, technical discussions, brand visibility, and lead generation as key reasons for participation.<sup> [3]</sup></p><p>Sensor companies can demonstrate data collection, processor suppliers can show performance under timing and power limits, and software providers can present tools for simulation, control, or deployment.</p><p>Sponsored activities should be clearly identified, while technical content should discuss limits and compatibility rather than present products as universal solutions.</p><h1>Conclusion</h1><p>Robotics is one of the clearest examples of embedded systems becoming intelligent physical machines. The Robotics Lab can present the complete embedded-to-AI pipeline by connecting embedded intelligence, autonomy, human interaction, and industry applications.</p><p>As robotics adoption grows across U.S. industries, hands-on demonstrations, technical sessions, tours, and workshops can help engineers and decision-makers understand both the opportunities and practical requirements of deployment.</p><p>The lab’s value lies not only in displaying robots but in explaining the technologies, operating conditions, and design choices behind them.</p><p><strong>For more info about <a href="https://wevlv.co/ew_na_lp" target="_blank" rel="noopener noreferrer">embedded world North America, check out their event page</a>.</strong></p><hr /><h3>References</h3><ol><li><p><a href="https://embedded-world-na.com/?utm_source">embedded world North America official event page</a> </p></li><li><p><a href="https://embedded-world-na.com/exhibit/?utm_source">embedded world North America exhibitor information page</a> </p></li><li><p><a href="https://www.embedded-world.de/en?utm_source">embedded world global exhibition and conference page</a> </p></li><li><p><a href="https://arxiv.org/abs/2507.00523?utm_source">Edge Computing and Its Application in Robotics: A Survey</a> </p></li><li><p><a href="https://arxiv.org/abs/2203.03254?utm_source">Augmented Reality and Robotics: A Survey and Taxonomy for AR-enhanced Human-Robot Interaction and Robotic Interfaces</a></p></li></ol>

How Embedded Systems, AI, and Human-Centered Design Are Driving the Future of Robotics

Robotics Lab at embedded world North America

<p id="isPasted">While a significant focus in additive manufacturing media is on Western industry trends and players, the innovations happening in the East should not be discounted. Particularly those happening in South China’s Greater Bay Area, one of the most populated urban regions in the world, whose centers—including Hong Kong, Macao, Guangzhou, Shenzhen, and others—are home to many leading technology companies. </p><p>Tech hubs like Shenzhen are playing a key role in the advancement of additive manufacturing technologies and applications, housing some of the <a href="https://www.chinadaily.com.cn/a/202602/25/WS699e5afba310d6866eb3a27a.html">world’s largest 3D printer factories</a> as well as <a href="https://blog.bambulab.com/we-opened-our-first-retail-store-in-shenzhen/">state-of-the art 3D printing retail experiences</a>. The city, and broader Greater Bay Area, have been particularly impactful in the consumer and electronics segments, demonstrating that 3D printing is viable for large-scale projects and opens up manufacturing possibilities. </p><p>Industry events like TCT Shenzhen are providing a gateway into South China’s valuable and rapidly growing AM market, enabling end users to see firsthand the solutions and applications developed there, as well as the regional trends that will go on to shape global markets. This year marks the third edition of TCT Shenzhen, South China's leading event dedicated to additive manufacturing. The event, held from October 14th to 16th, 2026, will welcome 250+ exhibitors and welcome over 25,000 professional visitors from across China and overseas.</p><p><span class="fr-img-caption fr-fic fr-dii fr-draggable"><span class="fr-img-wrap"><a href="https://en.tctasia.cn/tctshenzhen.shtml" target="_blank" rel="noopener noreferrer"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1784308302974-1784308302974.png" width="624" height="351" class="fr-fic fr-dii" /><span class="fr-inner">TCT Shenzhen 2026 will take place on October 14–16, 2026 at the Shenzhen World Exhibition &amp; Convention Center (Hall 15).<br /></span></a></span></span></p><h2>Shenzhen Additive Manufacturing Hub</h2><p>Located in the province of Guangdong, the city of Shenzhen has grown from a rural fishing village with a population of just 30,000 in 1980 into a booming megacity with a population of roughly 18 million. This incredible growth can be traced to the city being designated as China’s first Special Economic Zone and a concrete plan to establish a strong manufacturing foundation for the electronics industry. Today, Shenzhen, nicknamed the “Silicon Valley of Hardware”, is a tech powerhouse that specializes in AI, robotics, the metaverse, 6G, and quantum computing, among other things. </p><p>This unique position, as well as the related industrial landscapes of the Greater Bay Area, have made Shenzhen a unique and fertile location for an additive manufacturing event. In more specific terms, TCT Shenzhen contextualizes the AM industry within broader technological trends and reflects how 3D printing is transforming the region’s specialty applications, including consumer goods, electronics, molding, footwear, machine hardware, and more. Moreover, the industry event provides an environment where various corners of the tech world can converge with 3D printing to drive ideation and innovation. </p><p>This application-driven approach, which puts a focus on the Greater Bay Area’s specific areas of industrial expertise, is distinct from <a href="https://en.tctasia.cn/">TCT Asia</a>, China’s largest 3D printing exhibition, which covers the whole Asian AM industry and focuses on the full industry chain. TCT Asia takes place annually in Shanghai and completed its 12th edition this past March.</p><h2>TCT Shenzhen 2026</h2><p>Here’s everything you need to know about TCT Shenzhen 2026, the third edition of the regional AM event. The three-day trade show will kick off on October 14, 2026, at the impressive Shenzhen World Exhibition &amp; Convention Center. There, TCT Group organizers will welcome over 250 local and international 250 exhibitors, including 3D printer manufacturers and large-scale 3D printing service providers. </p><p>Covering 20,000 square meters of exhibition space, TCT Shenzhen is also expected to draw some 25,000 visitors from around the globe, who will be able to see a variety of AM solutions firsthand, from the latest commercial polymer 3D printers from leading Chinese brands, to cutting-edge industrial systems in the non-metallic segment. AM services with massive production capabilities—some largely unknown to Western audiences—will also be showcasing their offerings and impressive use cases.</p><p><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1784308302981-1784308302981.png" width="525" height="340" class="fr-fic fr-dii" /><span class="fr-inner">TCT Shenzhen 2026 features eight industry-focused conference forums.</span></span></span></p><p id="isPasted">In addition to the exhibition space, TCT Shenzhen will also feature an array of networking events and over 80 conference sessions. These conferences include:</p><ul><li><p><strong>TCT Shenzhen Summit</strong>, where industry experts and end users will focus on practical applications for AM in areas like digital healthcare and dentistry, commercial aerospace, electronics manufacturing, and more.</p></li><li><p><strong>Smart Manufacturing Forum</strong>, where experts from across relevant sectors will discuss the strategic integration of AI with 3D printing and the future of smart manufacturing.</p></li><li><p><strong>AM Growth Forum</strong>, which will focus on regional manufacturing trends and opportunities, with an emphasis on international growth strategies for Greater Bay Area companies. </p></li><li><p><strong>Footwear Innovation Forum</strong>, where 3D printing leaders, materials suppliers, footwear designers, and footwear brands will discuss the future of footwear and the impact that technologies like 3D printing are having on this sector.</p></li><li><p><strong>3D Genius Hub</strong>, a three-pronged interactive event that supports creativity, entrepreneurship, and commercial incubation in South China through hands-on product testing, conversations, and brainstorming. </p></li><li><p><strong>TCT INTRODUCING</strong>, a platform that will highlight new products from 30 innovative companies in the 3D printing sector, from new 3D printers to new materials, and beyond. </p></li></ul><h2>Why Regional Events Matter</h2><p>As major global AM events like RAPID + TCT in North America and TCT Asia continue to play an important role in the expansion of the additive manufacturing industry, smaller regional events like TCT Shenzhen also have a vital function. While the continent-wide events provide a large-scale platform that covers the full industry chain of AM, TCT Shenzhen is a more curated event that takes an application-driven approach informed specifically by the region’s industries (consumer products, electronics, mold making, footwear, etc.). </p><p>Notably, TCT Shenzhen wasn’t conceived to put the South Chinese city on the map: Shenzhen is already a globally recognized force in tech manufacturing. Rather, the event helps to connect the dots between the region’s specialty sectors and the growing AM industry, which can transform supply chains and manufacturing through on-demand localized production, design freedom, and scalable customization. </p><p>For international visitors and exhibitors, TCT Shenzhen provides not only a glimpse, but a thorough look at the state of the Greater Bay Area AM landscape, from local 3D printer manufacturers to large-scale 3D printer factory infrastructure, to product development. This understanding can help build bridges and even unlock big opportunities for international 3D printing companies. For instance, European and American 3D printing companies, including <a href="https://www.linkedin.com/posts/trevor-schwartz-boston_shenzhen-formlabs-innovation-activity-7336747288544923648-2NwC?utm_source=social_share_send&amp;utm_medium=member_desktop_web&amp;rcm=ACoAAAyLkRsBHuf_oOQjf4mLDZRzJNXJpZxXzOQ">Formlabs</a>, are increasingly opening offices or expanding representation in Shenzhen with a view to reaching the world’s strongest manufacturing market.</p><h2>Learn More About TCT Shenzhen 2026</h2><p>Ultimately, TCT Shenzhen is a valuable occasion in the AM industry calendar and is uniquely positioned to highlight South China’s rich AM business activity. This is not only important for building the domestic industry but, as we said, to establish a gateway between the Western AM industry and the South China market. </p><p>For those planning to attend the event this October, 3D printing may be the highlight, but certainly won’t be the be-all and end-all of the trip. The city of Shenzhen has a ton to offer visitors, like stunning hiking trails in the Nanshan Mountains, panoramic views from the world’s fifth tallest building, shopping at the largest electronics market, and delicious Cantonese-rooted cuisine.</p><p>You can learn more about TCT Shenzhen, including how to register as an exhibitor or attend as a visitor, <a href="https://en.tctasia.cn/tctshenzhen.shtml">here</a>.</p>

The leading additive manufacturing and 3D printing technology event prepares for its third edition this October 2026 in the South China Greater Bay Area.

TCT Shenzhen: The Gateway to South China's Growing AM Sector

<p>The 2026 edition of <a href="https://en.tctasia.cn/asiasummit/" id="isPasted" target="_blank" rel="noopener noreferrer">TCT Asia</a>, Asia’s largest gathering for additive manufacturing and industrial 3D printing, took place from 17–19 March 2026 at the National Exhibition and Convention Center in Shanghai. This year’s event was one of the most expansive in its history, featuring over 550 exhibitors spread across more than 55,000 square meters of exhibition space in Halls 7.1 and 8.1. Read on for key highlights from TCT Asia 2026 and what they reveal about the direction of additive manufacturing in the Asia-Pacific region.</p><h2 id="isPasted">Scale and International Reach</h2><p>TCT Asia 2026 reflected the diversity of the additive manufacturing ecosystem, with participants ranging from hardware OEMs to software developers, materials specialists, and post-processing solution providers. Hall 7.1 was largely dedicated to metal AM solutions, including powder bed fusion systems, large-format platforms, and integrated production cells, whereas Hall 8.1 focused on polymer AM, desktop 3D printing systems, scanning and inspection tools, and emerging digital platforms. This dual-hall arrangement streamlined attendance by technology focus. </p><p>International engagement was evident both in the exhibitor mix and the professional attendance. Exhibitors came from various countries, and the show was supported by a series of forums and stages where global industry voices shared insights. This international reach speaks to the Asia-Pacific region’s role in global manufacturing. </p><h2>A Clear Shift Toward Production-Ready Solutions</h2><p>In previous years, much of the conversation around AM centered on prototyping and design exploration. At TCT Asia 2026, the narrative shifted toward production-ready AM solutions, industrial deployment, process reliability, and integrated workflows. Metal additive manufacturing occupied substantial floor space, with several large exhibitors demonstrating equipment and systems designed for end-use part production and high-throughput environments. </p><p>Exhibits were oriented toward real-world manufacturing integration. Large-format machines with significant build volumes were on display. Integrated automation cells that combine several printers with material handling and post-processing also indicated that additive manufacturing is moving toward factory-ready production environments. The emphasis on robust, scalable solutions was one of the most visible themes throughout the show. </p><h2>Materials, Ecosystems, and Vertical Integration</h2><p>The exhibition floor reflected the full span of the additive manufacturing value chain, including polymer and metal materials, post-processing systems, inspection equipment, and digital workflow tools. This breadth indicates how suppliers across different segments are positioning their solutions within a more connected production environment rather than as stand-alone technologies.</p><p>Several companies used the event to formalize partnerships and service alliances, indicating closer coordination between different parts of the ecosystem. These collaborations suggest an effort to align materials, machines, and services with the requirements of industrial users.</p><p>Moreover, the interaction between machine OEMs, material producers, and service providers pointed toward tighter alignment across the value chain. Rather than operating independently, stakeholders are coordinating system capabilities, material portfolios, and downstream services to streamline qualification and deployment. </p><p><span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1778687153313-1778687153313.png" width="624" height="415" class="fr-fic fr-dii" /><span class="fr-inner">Source: TCT Asia</span></span></span></p><h2>Knowledge Platforms: Forums, Summits, and Case Studies</h2><p>TCT Asia 2026 also hosted a comprehensive program of forums, summits, and technical sessions, designed to complement the hands-on experience of the show floor with structured knowledge exchange. The TCT Asia Summit spanned multiple industry verticals, including automotive, aerospace, healthcare, consumer goods, mold and tooling, and architecture and design, each addressing practical deployment and sector-specific challenges. </p><p>Moreover, a suite of sessions under the Insight Stage Series covered strategic topics such as global AM trends, tooling strategies, and the adoption of digital workflows. Specialized forums like the LabTec Bio3D Forum focused on life science and biomaterials applications. These programs were a venue to engage with case studies that prioritized real-world applications over conceptual exploration, emphasizing lessons learned from implementation and qualification processes. Such information can be difficult to attain from catalogue materials alone. </p><h2>On-the-Ground Energy and Industry Confidence</h2><p>At TCT Asia 2026, large crowd gatherings around active demonstrations and productive engagement were visible at many booths as visitors interacted with exhibitors. The event’s atmosphere combined serious technical interest with enthusiasm. </p><p>The strong attendance by procurement teams and manufacturing leaders suggests that additive manufacturing is being evaluated as a central technology for production planning. This trend aligns with recent industry analysis showing that a high proportion of trade visitors attend TCT Asia with active purchasing intentions or implementation responsibilities.</p><p> <span class="fr-img-caption fr-fic fr-dii"><span class="fr-img-wrap"><img src="https://s3-us-west-1.amazonaws.com/wevolver-project-images/froala%2F1778687153357-1778687153357.png" width="624" height="415" class="fr-fic fr-dii" /><span class="fr-inner">Source: TCT Asia</span></span></span></p><h2>Key Takeaways for the Asia-Pacific AM Landscape</h2><p>Reflecting on TCT Asia 2026, several conclusions can be drawn about the state of additive manufacturing in the Asia-Pacific region.</p><p>First, industrialization is accelerating. Metal additive manufacturing, supported by automated production cells and systems designed for high throughput, is not confined to niche applications anymore. Machines exhibited this year are built with factory integration in mind. </p><p>Second, regional manufacturing capacity is broadening, moving beyond simple prototyping and experimentation to include high-value end-use parts across industries. </p><p>Third, ecosystem coordination is strengthening. Materials suppliers, machine OEMs, software providers, and service partners are aligning their offerings to create cohesive solutions that address process reliability, quality assurance, and integration with conventional manufacturing systems. </p><p>Finally, TCT Asia’s role as a regional convergence platform was further reinforced by the event’s depth and scale. Its ability to draw diverse international participation, host detailed technical discourse, and serve as an arena for real-world demonstrations shows its relevance to the global additive manufacturing community. To find out more about TCT Asia 2026, visit their <a href="https://en.tctasia.cn/asiasummit/" target="_blank" rel="noopener noreferrer">website</a>.</p><hr /><h2>References</h2><ol><li><p>TCT Asia Summit. [Online] Available at: <a href="https://en.tctasia.cn/asiasummit/">https://en.tctasia.cn/asiasummit/</a> (Accessed on 24 April 2026)</p></li><li><p>Chikai Eto (2026). TCT Asia 2026 Field Report Part 1: Inside Shanghai’s AM Show. [Online] AM Insight Asia. Available at: <a href="https://aminsightasia.com/events/tct-asia-2026-report-part1/">https://aminsightasia.com/events/tct-asia-2026-report-part1/</a> (Accessed on 24 April 2026)</p></li></ol>

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