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UC Berkeley Sutardja Center for Entrepreneurship and Technology (SCET)'s Recent LinkedIn Posts

UC Berkeley Sutardja Center for Entrepreneurship and Technology (SCET)

UC Berkeley Sutardja Center for Entrepreneurship and Technology (SCET)

@pieterabbeel

9,040 followers

en32 postsLinkedIn

Posts

Vlaams AI Onderzoeksprogramma / Flanders AI Research Program

Tech & AI

12mo

๐ŸŽ‰ Celebratingย ๐Ÿณ๐Ÿฌ ๐—ฌ๐—ฒ๐—ฎ๐—ฟ๐˜€ ๐—ผ๐—ณ ๐—”๐—œ & ๐Ÿฒ๐Ÿฌ๐Ÿฌ ๐—ฌ๐—ฒ๐—ฎ๐—ฟ๐˜€ ๐—ผ๐—ณ ๐—ž๐—จ ๐—Ÿ๐—ฒ๐˜‚๐˜ƒ๐—ฒ๐—ปย ๐ŸŽ‰ย  Join us from ๐—”๐˜‚๐—ด๐˜‚๐˜€๐˜ ๐Ÿฏ๐Ÿญ ๐˜๐—ผ ๐—ฆ๐—ฒ๐—ฝ๐˜๐—ฒ๐—บ๐—ฏ๐—ฒ๐—ฟ ๐Ÿฎ, ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ, for a unique event that bridges centuries of academic heritage with the forefront of research, education, and innovation in artificial intelligence.ย  ย  ๐Ÿ“ย ๐—Ÿ๐—ฒ๐˜‚๐˜ƒ๐—ฒ๐—ป.๐—”๐—œ ๐—–๐—ผ๐—ป๐—ณ๐—ฒ๐—ฟ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐Ÿ“… ๐—”๐˜‚๐—ด๐˜‚๐˜€๐˜ ๐Ÿฏ๐Ÿญ โ€“ ๐—ฆ๐—ฒ๐—ฝ๐˜๐—ฒ๐—บ๐—ฏ๐—ฒ๐—ฟ ๐Ÿฎ, ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ ๐ŸŒย ai.kuleuven.be/600yearskulย  ย  This conference offers a unique opportunity to:ย  ๐—ž๐—ฒ๐˜†๐—ป๐—ผ๐˜๐—ฒ ๐˜๐—ฎ๐—น๐—ธ๐˜€ ๐—ฏ๐˜† ๐—ฟ๐—ฒ๐—ป๐—ผ๐˜„๐—ป๐—ฒ๐—ฑ ๐—”๐—œ ๐—ฃ๐—ถ๐—ผ๐—ป๐—ฒ๐—ฒ๐—ฟ๐˜€: Hear from leading minds like Pieter Abbeel, Guy Van den Broeck, Sophie V. Vandebroek, Walter Daelemans, Mark Coeckelbergh, Marian Verhelst, Marc Pollefeys, andย Lorelien Hoet.ย  ๐—–๐—ผ๐—ป๐—ป๐—ฒ๐—ฐ๐˜๐—ถ๐—ป๐—ด ๐—”๐—ฐ๐—ฎ๐—ฑ๐—ฒ๐—บ๐—ถ๐—ฎ ๐—ฎ๐—ป๐—ฑ ๐—œ๐—ป๐—ฑ๐˜‚๐˜€๐˜๐—ฟ๐˜†: Explore cutting-edge AI research from KU Leuven's AI labs and innovations from industry partners.ย  ๐—ฅ๐—ฒ๐—ณ๐—น๐—ฒ๐—ฐ๐˜ ๐—ผ๐—ป ๐—”๐—œ'๐˜€ ๐—๐—ผ๐˜‚๐—ฟ๐—ป๐—ฒ๐˜†:Discuss the evolution of AI over the past 70 years and envision its future trajectory.ย  ย  Whether you're an AI researcher, industry professional, policymaker, or enthusiast, this event is designed to inspire and foster meaningful connections.ย  ย  ๐Ÿ”—ย ๐—ฅ๐—ฒ๐—ด๐—ถ๐˜€๐˜๐—ฒ๐—ฟ ๐—ก๐—ผ๐˜„: ai.kuleuven.be/600yearskulย  ย  Let's shape the future of AI together!
70

UBA Belgium

Tech & AI

26mo

๐Ž๐งย ๐ฌ๐ญ๐š๐ ๐žย ๐š๐ญย ๐ญ๐ก๐žย ๐”๐๐€ย ๐“๐ซ๐ž๐ง๐๐ฌย ๐ƒ๐š๐ฒ, Pieter Abbeel ๐Ÿคฉ Professor and Director of the Robot Learning Lab at UC Berkeley, Pieter is at the heart of the AI revolution and is to the world of AI what Taylor Swift is to pop music ๐Ÿ˜‰ The theme of his speech? Trends in Technology. How can AI have a positive impact on all of us? Pieter's interest lies in the development of an AI capable of really improving our lives, in particular an AI intelligent enough to help us with the physical work we still have to do. How will AI evolve over the next few years? What will the world look like in the future? What if AI became smarter than us? ๐Ÿค” Curious about Pieter's view on AI?ย Don't wait any longer and get your tickets for the UBA Trends Day here: https://trendsday.be/nl/ More insights about Pieter's presentation: https://lnkd.in/eU2ur498 #Technology #AI #Trends #UBAtd #Trendsday
69

UC Berkeley Sutardja Center for Entrepreneurship and Technology (SCET)

Tech & AI

3mo

The future of AI isnโ€™t just about the techโ€”itโ€™s about the leadership behind it. ๐Ÿš€ We are thrilled to announce the AI Leadership Accelerator at UC Berkeley College of Engineering, happening April 13โ€“15, 2026. This 3-day executive-intensive is designed for leaders who are ready to move beyond the hype and into high-impact AI strategy. Led by world-renowned faculty directors Pieter Abbeel (Visionary & Global AI Leader) and David Gallacher (Business Strategy Expert), you will gain the frameworks necessary to: โžก๏ธ Build a robust AI roadmap for your enterprise. โžก๏ธ Navigate complex governance and ethical frameworks. โžก๏ธ Drive innovation across every business function. Join us in person at University of California, Berkeley to learn from the minds shaping the future of the industry. The countdown is on - https://hubs.ly/Q043Y5Z80 #ai #leadership #ucberkeley #executiveeducation #digitaltransformation #innovation
22

ARhus Roeselare

Tech & AI

25mo

Gisteren was het verzamelen geblazen in RADar Learning & innovation Centre AZ Delta voor een nieuwe sessie van TRansformers, het netwerkevent georganiseerd door ARhus, Stad Roeselare en Groep Gidts vzw. Met bijdragen van sprekers Karl Dujardin, Pieter Abbeel en Peter De Jaeger over de impact van artificiรซle intelligentie, gevolgd door een panelgesprek gemodereerd door ANNICK RUYTS, deed TRansformers precies datgene waarvoor het event in het leven geroepen werd: de geesten verruimen en kennis delen. #AI #artificiรซleintelligentie #TRansformers #VANRSL #innovatie #transformatie #ondernemen
46

UC Berkeley Sutardja Center for Entrepreneurship and Technology (SCET)

Tech & AI

23mo

Feeling stuck making strategic decisions? Overwhelmed by data? Unlock executive potential with our AI for the C-Suite program. Enroll now to harness the power of AI-driven insights, drive innovation, and lead your organization into the future! ๐Ÿ“ˆ https://bit.ly/4cm9fmZ UC Berkeley College of Engineering #AIForCSuite #ExecutiveTraining #AILeadership #Innovation #BerkeleyExecutiveEducation #UCBerkeley #CLevelExecutives #AIDeepDive #StrategicAI
48

Pieter Abbeel

Tech & AI

15mo

visual intelligence graduating from your phone to your home!
48

Berkeley Artificial Intelligence Research

Tech & AI

15mo

Congratulations to John Schulman (Ph.D. โ€™16), a former grad student in BAIR advised by Pieter Abbeel, recognized with the Mark Bingham Award for Excellence in Achievement by Young Alumni ๐ŸŽ‰ ๐ŸŽ‰ Huge congrats as well to Professor Ion Stoica, faculty of BAIR, for receiving the Fiat Lux Faculty Award โ€” a well-deserved honor for his outstanding contributions to the field and to the Berkeley community. We're incredibly proud to see BAIR excellence celebrated at the 2025 UC Berkeley Achievement Awards! ๐Ÿป๐Ÿ’™๐Ÿ’› #UCBerkeley #AchievementAwards #BerkeleyAI #BAIR #BerkeleyForLife
55

UC Berkeley Sutardja Center for Entrepreneurship and Technology (SCET)

Tech & AI

21mo

AI is transforming industries, and now is the time for leaders to harness its potential. At our recent webinar, AI expert Dominique Shelton Leipzig shared how businesses can responsibly and profitably leverage AI. Here are the top 5 takeaways: ๐Ÿš€ Unlock Explosive Business Growth with AI AI offers leaders the opportunity to drive responsible, sustainable growth while mitigating risks. With the right strategies, companies can unlock new avenues for success. โš ๏ธ Beware the AI Pitfalls: Avoid Costly Mistakes Improper AI oversight can lead to biased algorithms or embarrassing AI behavior. Governance and value alignment are essential to ensure AI remains a tool for good. ๐Ÿ“œ Stay Ahead with Cutting-Edge AI Governance AI tools must be reviewed for accuracy and not taken at face value. Implement effective governance by monitoring AI outputs, ensuring alignment with company standards, and addressing risks before they escalate. ๐Ÿ’ผ The AI Revolution is Here: Reshape Your Workforce AI should enhance, not replace, human expertise. To stay competitive, focus on mastering AI tools and integrating them into your workflow. The real challenge is not AI itself, but being outpaced by those who harness its power better. ๐Ÿ“ Build Robust AI Frameworks with Ethical Design Design AI systems with built-in ethical considerations from the start. This means integrating fairness, accountability, and transparency into the development process to mitigate risks and enhance trust in AI technologies. โžก๏ธ Want to dive deeper and become a leader in AI strategy? Join us for UC Berkeleyโ€™s AI for the C-Suite program, designed to help corporate leaders develop winning AI strategies that drive growth while ensuring responsible AI implementation: https://hubs.li/Q02Phg2P0 Kristina Susac Dara McKenzie Eva Visscher-Simon Keith McAleer David Gallacher #AI #UCBerkeley #BusinessGrowth #TechLeadership #AIForLeaders
21

TollBit

Tech & AI

27mo

Weโ€™re excited to announce our fundraising round, which includes leading media and AI investors who believe in our mission to create new infrastructure that allows AI agents and data scrapers to efficiently pay for website content. Itโ€™s a win-win for websites and AI. The nearly $7M round was led by Liu Jiang's Sunflower Capital, with AIX Ventures, Lerer Hippeau, Liquid 2 Ventures and Operator Collective ๐Ÿ”† https://lnkd.in/eeSguKS5
60

UC Berkeley Sutardja Center for Entrepreneurship and Technology (SCET)

Tech & AI

22mo

Unlock AI's potential for your business in just 2 days! ๐Ÿ”“ Join top executives for our AI for the C-Suite program at University of California, Berkeley. This intensive 2-day course will equip you with the strategic knowledge and practical tools needed to integrate AI into your business. Register now and take the first step toward a future of innovation and efficiency! https://bit.ly/4cm9fmZ UC Berkeley College of Engineering Dominique Shelton Leipzig Brandie Nonnecke, PhD David Gallacher Pieter Abbeel Ali Ghodsi Eva Visscher-Simon Keith McAleer Dara McKenzie Kristina Susac Pieter Abbeel #AI #Leadership #ExecutiveEducation #UCBerkeley
24

Covariant

Tech & AI

23mo

Bloomberg has just released their second annual AI leaderboard, recognizing Covariant alongside AI innovators and industry leaders like OpenAI, Anthropic, Perplexity, Scale AI, and Cohere. We're honored to be featured as the leading company pioneering AI for the physical world, and remain motivated to transform industries through intelligent robotic automation. https://lnkd.in/gNbG72PN
159

Covariant

Tech & AI

25mo

When robots encounter new or unexpected scenarios in dynamic environments like warehouses, language can provide the key to real-time adaptability and reliability. Whether it's a seasonal item appearing in a bin or excessively dirty produce, you can simply say "Hey, this is an onion skin, stop picking on it" - and the robot instantly adjusts its behavior. Hear from our research scientist Anusha Nagabandi on how our latest Robotics Foundation Model, RFM-1, allows robots to understand and communicate with warehouse staff in natural language, enabling immediate behavioral changes on the fly.
100

Covariant

Tech & AI

27mo

Introducing RFM-1, our Robotics Foundation Model giving robots human-like reasoning capabilities. RFM-1 is a leap forward in building generalized AI models that can accurately simulate and operate in demanding conditions. Our approach of combining the largest and most comprehensive real-world robot dataset and a vast collection of internet data is unlocking new levels of flexibility and reliability in warehouse operations โ€” while opening the door to broader industry applications and robotic form factors. Dive in to learn more: https://lnkd.in/gfTDet5E
660

Ambience Healthcare

Tech & AI

10mo

Today we're excited to announce a historic $243โ€ฏmillion Seriesโ€ฏC round, coโ€‘led by Oak HC/FT and Andreessen Horowitz (a16z). This raise accelerates our mission to support patients, clinicians, and health systems with the world's leading AI platform for documentation, coding, and clinical workflow. Watch our video to learn how we're partnering with leading health systems and academic medical centers to transform the future of care. Full announcement: https://hubs.li/Q03zh6dk0 #ai #healthcare #healthtech #innovation #fundraising
963

Pieter Abbeel

Tech & AI

21mo

Due to other obligations, this will be the last in-person class on AI for execs I'll be involved in for a long while to come. Don't miss this last one! Should be a really great one, joined by my fabulous colleagues Stuart Russell, Anca Dragan, Ion Stoica, Brandie Nonnecke, PhD, Dominique Shelton Leipzig, David Gallacher.
104

Pieter Abbeel

Tech & AI

18mo

Superexcited about what's ahead, if you want to move the frontier of AI, join us! ย AGI-SFLab-Jobs@amazon.com
561

UC Berkeley College of Computing, Data Science, and Society

Tech & AI

14mo

Two members of the UC Berkeley computer science community are recognized with UC Berkeley Achievement Awards: Professor Ion Stoica and Alum John Schulman! These awards will be presented by the UC Berkeley Foundation and Cal Alumni Association at the Berkeley Charter Gala on May 22. Congratulations to Ion and John and thanks for your ongoing efforts! ๐ŸŽ‰ ๐Ÿ”— https://lnkd.in/gQAmpqbU University of California, Berkeley, UC Berkeley Electrical Engineering & Computer Sciences (EECS), Cal Alumni Association | UC Berkeley
175

Foxglove

Tech & AI

27mo

โœจ Announcing Foxglove 2.0 โœจ Weโ€™re setting a new standard in robotics observability by making it faster, easier, and cheaper to understand how your machines sense, think, and act: ๐Ÿคย  Streamlined UI for smoother robotics observability ๐Ÿ“กย  Automatic data offload through Foxglove Agent ๐Ÿ’ณย  Updated pricing plans to make Foxglove accessible for teams of all sizes ๐Ÿ”Žย  Changes to our open-source strategy Read all the Foxglove 2.0 details here: https://lnkd.in/gihcjH3E
181

Pieter Abbeel

Tech & AI

27mo

Research blog post on Covariant's RFM-1 now available here. We go deeper into RFM-1 and the unique data from Covariant's commercial robotic deployments we leveraged to train RFM-1 https://lnkd.in/gvscqrNr
119

MIT Technology Review

Tech & AI

27mo

In the summer of 2021, OpenAI quietly shuttered its robotics team, announcing that progress was being stifled by a lack of data necessary to train robots in how to move and reason using artificial intelligence. Now three of OpenAIโ€™s early research scientists say the startup they spun off in 2017, called Covariant, has solved that problem and unveiled a system that combines the reasoning skills of large language models with the physical dexterity of an advanced robot. The new model, called RFM-1, was trained on years of data collected from Covariantโ€™s small fleet of item-picking robots that customers use in warehouses around the world, as well as words and videos from the internet. In the coming months, the model will be released to Covariant customers. The company hopes the system will become more capable and efficient as itโ€™s deployed in the real world.
464

Covariant

Tech & AI

22mo

Five years of groundbreaking teamwork. Our partnership with KNAPP has yielded 26 global customers and dozens of live robotic stations operating on 3 continents. โ€œWe decided to run some tests together and challenge Covariantโ€™s artificial intelligence. The results were very impressive. Thatโ€™s why we decided to partner and combine our robot and logistics expertise with Covariantโ€™s AI,โ€ - Peter Puchwein, Vice President of Research & Development at KNAPP Read the press release: https://lnkd.in/ehqnjzUn
198

Pieter Abbeel

Tech & AI

27mo

Yes, 2024 is shaping up a big year for robotics! Introducing Covariant's RFM-1, which just like Sora can generate video, but RFM-1 does it for robotic interaction with the world. yes, these are all generated!
572

Ideogram

Tech & AI

20mo

Today, weโ€™re introducing Ideogram Canvas, an infinite creative board for organizing, generating, editing, and combining images. Bring your face or brand visuals to Ideogram Canvas and use industry-leading Magic Fill and Extend to blend them with creative, AI-generated content. Ideogram Canvas is a newly designed interface, built from the ground up, to enhance your iterative creative process with the magic of AI. Ideogram Canvas will empower you to bring your creative vision to life with remarkable speed and precision. Magic Fill, our inpainting tool, allows you to edit specific regions of your images to replace objects, add text, fix imperfections, change backgrounds, and more. You can zoom into portions of images to generate new high-resolution details. Extend, our outpainting tool, allows you to expand images beyond their original borders while maintaining a consistent style. Adjust the image composition and aspect ratio to fit any screen size without compromising the original content. Read our full blog post on Ideogram Canvas at https://lnkd.in/dbSExyqm
489

Ambience Healthcare

Tech & AI

10mo

Today we're excited to announce a historic $243โ€ฏmillion Seriesโ€ฏC round, coโ€‘led by Oak HC/FT and Andreessen Horowitz (a16z). This raise accelerates our mission to support patients, clinicians, and health systems with the world's leading AI platform for documentation, coding, and clinical workflow. Watch our video to learn how we're partnering with leading health systems and academic medical centers to transform the future of care. Full announcement: https://hubs.li/Q03zh6dk0 #ai #healthcare #healthtech #innovation #fundraising
963

Reflection AI

Tech & AI

11mo

Introducing Asimov: the best-in-class code research agent, built for teams and organizations. Engineers spend 70% of their time understanding code, not writing it. Thatโ€™s why we built Asimov. In blind tests, Asimov's answers to complex questions were preferred 60 - 80% of the time. Asimov works becauseโ€ฆ 1] Asimov builds a single source of truth for eng knowledge. Asimov looks at more than just code. It pulls knowledge from your codebase, your teamโ€™s messages, your project management tools, and more. 2] Asimov captures team-wide tribal knowledge with memories. Asimov learns from expert feedback and captures tribal knowledge stored in engineers' minds (e.g. "asimov, remember X works in Y way"). Once an update is made it benefits the entire team. 3] Asimov is designed to ingest a lot of context. Today agent designs fall into two categories: RAG or agentic search. Both struggle with large codebases. Asimov uses a new multi-agent design (a big reasoner with small retrievers) to ingest large codebases. Sign up for the waitlist: https://lnkd.in/eeuxFHyK.
397

Waabi

Tech & AI

11mo

Introducing Mixed Reality Testing: The comprehensive safety solution the AV industry needs. We've developed a totally new paradigm that combines real trucks with virtual scenarios generated in real-time by Onboard Waabi World. Like augmented reality goggles that blend physical and virtual worlds, MRT enables the Waabi Driver to drive autonomously down a real test track while simultaneously sensing and reacting toย  intelligent, simulated actors that create complex safety critical situations. MRT eliminates the traditional constraints of closed-course testing. We can conduct exponentially more tests than ever before and in a continuous fashion, with extraordinary levels of diversity and realism. Traffic jams materialize instantly, pedestrians jaywalk unpredictably, aggressive drivers weave through traffic, children dart into the street - all tested safely without real-world consequences. This breakthrough builds a foundation for AVs we can truly trust and accelerates the path to safer roads for everyone. See MRT in action: https://lnkd.in/guaVvrCU
213

Reflection AI

Tech & AI

8mo

Today we're sharing the next phase of Reflection. We're building frontier open intelligence accessible to all. We've assembled an extraordinary AI team, built a frontier LLM training stack, and raised $2 billion. Technological and scientific progress is driven by values of openness and collaboration. The internet, Linux, and the protocols and standards that underpin modern computing are all open. This isn't a coincidence. Open software is what gets forked, customized, and embedded into systems worldwide. It's what universities teach, what startups build on, what enterprises deploy. Open science enables others to learn from the results, be inspired by them, interrogate them, and build upon them in order to push the frontier of human knowledge and scientific advancement. AI got to where it is today through scaling ideas (e.g. self-attention, next token prediction, reinforcement learning) that were shared and published openly. Now AI is becoming the technology layer that everything else runs on top of. The systems that accelerate scientific research, enhance education, optimize energy usage, supercharge medical diagnoses, and run supply chains will all be built on AI infrastructure. But the frontier is currently concentrated in closed labs. If this continues, a handful of entities will control the capital, compute, and talent required to build AI, creating a runaway dynamic that locks everyone else out. There's a narrow window to change this trajectory. We need to build open models so capable that they become the obvious choice for users and developers worldwide, ensuring the foundation of intelligence remains open and accessible rather than controlled by a few. Over the last year, we've been preparing for this mission. Weโ€™ve assembled a team who have pioneered breakthroughs including PaLM, Gemini, AlphaGo, AlphaCode, AlphaProof, and contributed to ChatGPT and Character AI, among many others. We built something once thought possible only inside the worldโ€™s top labs: a large-scale LLM and reinforcement learning platform capable of training massive Mixture-of-Experts (MoEs) models at frontier scale. We saw the effectiveness of our approach first-hand when we applied it to the critical domain of autonomous coding. With this milestone unlocked, we're now bringing these methods to general agentic reasoning. We've raised significant capital and identified a scalable commercial model that aligns with our open intelligence strategy, ensuring we can continue building and releasing frontier models sustainably. We are now scaling up to build open models that bring together large-scale pretraining and advanced reinforcement learning from the ground up. There is a window of opportunity today to build frontier open intelligence, but it is closing and this may be the last. If this mission resonates, join us.
713

Covariant

Tech & AI

24mo

With over 219,210 research citations, our research team is at the forefront of AI Robotics innovation, setting a new standard for what Robotics Foundation Models can achieve. They're actively developing breakthrough technologies to solve the toughest warehouse operations challenges while opening the door to new applications and industries.
256

Covariant

Tech & AI

25mo

Last week, Geoff Hinton, a Godfather of modern AI, met our research team and toured Covariant's AI Robotics lab to experience our pioneering Robotic Foundation Model which is bringing modern AI into the physical world. Much of the groundbreaking advancements we've witnessed over the past decade, spanning from computer vision, speech recognition, protein folding prediction, and beyond, hinge on the deep learning work conducted by Geoff, who has fundamentally changed the focus and direction of the field.
274

Pieter Abbeel

Tech & AI

27mo

Covariant's RFM-1 (Robotics Foundation Model Generation 1) is a multimodal any-to-any sequence model. RFM-1 tokenizes 5 modalities: video, keyframes, text, sensory readings, robot actions. Any-to-any means RFM-1 can handle any subset on the input and any subset on the output. For example RFM-1 can power a robot to look at the current situation and generate the right actions. Or it can look at the current situation and consider a sequence of actions and generate a video prediction of what'll happen next. And it can even be instructed and conversed with in plain English!
756

Covariant

Tech & AI

27mo

Peter Chen sat down with Edward Ludlow on Bloomberg to discuss how RFM-1 equips robots with human-like reasoning and a deeper understanding of physics and language. Watch the news segment to learn why this Robotic Foundation Model is an AI breakthrough that will spur productivity and economic growth for decades to come.
407

Covariant

Tech & AI

26mo

In dynamic real-world settings, robots often encounter unforeseen situations โ€“ damaged products, manufacturing defects, and novel seasonal items with complex packaging. With the latest RFM-1 scaling update, our robots are even better equipped to adapt intelligently to these challenges. RFM-1's newest in-context reasoning capabilities enable our robots to continuously learn and self-improve by reflecting on their most recent actions and outcomes. This self-learning ability allows them to dynamically modify their approach, whether handling unique shapes or adjusting for defects. As a result, the robots ensure higher reliability across diverse applications while significantly reducing ramp times for new systems, scenarios, or items. Discover more: https://lnkd.in/gpvgUskp
105