Linear Capital

Linear Capital Linear Capital, a Shanghai-based VC firm, US$2B AUM, focusing on data intelligence and frontier tech The valuation of all portfolios has reached around US$20B.

Linear has invested in over 80 startups, including Horizon Robotics (US$3B), FraudMetrix (>US$1B), Kujiale (>US$1B), Sensors Data, Tezign, Rokid, Guan Data and Agile Robot etc. Our short term goal is building the best Data Intelligence Technology Fund. For the long term, we aim to become the best Frontier Technology Application Fund.

On October 24, Linear Capital held 2024 USD AGM in Hangzhou, with over 100 LP guests and founders of Linear Capital's po...
26/10/2024

On October 24, Linear Capital held 2024 USD AGM in Hangzhou, with over 100 LP guests and founders of Linear Capital's portfolio companies attending the AGM.
The theme of 2024 AGM was "Taking Gems From Fire". AGM Day 1 events included LP reporting, annual review, portfolio founders sharing, and panel on Linear's China Amplified Global Arbitrage Strategy. On AGM Day 2, there was an early morning run around West Lake, as Linear firmly believes that in the current challenging environment, it is even more important to be resilient and healthy. Additionally, we visited three of Linear's portfolio companies on AGM Day 2.
In the annual review on AGM Day 1, Linear Capital's founder and CEO, Harry Wang, began by discussing that 2024 marks the 10th anniversary of Linear. He appreciated all the friends who have supported Linear along the way. Looking ahead to the next decade, Harry emphasized that Linear will continue to create value in a challenging environment, which is also the meaning behind the theme "Taking Gems From Fire".
On AGM Day 1, one of Linear's angel round investments, Horizon Robotics, was officially listed on the main board of Hong Kong Stock Exchange. Harry stated, "I have always believed that an IPO is just the beginning for a technology company. Tech investments and entrepreneurship are long and arduous roads. Linear congratulates Horizon Robotics on its remarkable achievements and also hopes that Horizon Robotics' story will inspire and encourage more tech entrepreneurs."
Due to the IPO, Kai Yu, founder and CEO of Horizon Robotics, could not attend the AGM in person. He recorded a video, in which he said, "Horizon Robotics and Linear Capital have grown together like brothers. Many people may not know that when I worked at Baidu, I had no intention of starting a company. Harry told me, 'I know you don't want to start a business right now, but if you ever do in the future, make sure to come to me first.' At that time, I didn't think much of it. But two years later, in 2015, when I decided to start a business, the first call I made was to Harry, and Linear Capital became Horizon's first investor. Over the years, we've supported each other and persevered in the hard tech sector, each achieving our own milestones. It's a coincidence that on October 24, the day of Linear 2024 AGM, also happens to be Horizon's IPO day in Hong Kong. Looking forward, I believe that Linear's portfolio companies, like Horizon and myself, and like Harry, all share a dream: to believe that hard tech can change the world and make our lives better. I believe many portfolio companies will emerge in the future. Linear Capital, Horizon Robotics, and other Linear-backed companies will form a community and ecosystem, pushing China's hard tech to the world. I wish Linear AGM a great success, and happy 10th anniversary to Linear. I also wish my good friend Harry to stay young forever, always full of energy. Thank you all!"

Swiss-Mile is announcing a $22 million seed funding round led by Jeff Bezos through Bezos Expeditions and HongShan. This...
30/08/2024

Swiss-Mile is announcing a $22 million seed funding round led by Jeff Bezos through Bezos Expeditions and HongShan. This round also includes participation from the Amazon Industrial Innovation Fund and Armada Investment, with continued support from the existing investor Linear Capital. This distinguished investor consortium is proudly welcomed to join the journey in delivering embodied AI, poised to transform and improve millions of lives.
Incorporated in April 2023, Swiss-Mile aims to relieve humanity from strenuous and tedious tasks by connecting AI with the physical world, creating truly autonomous robots. The company joins forces with world-class talent in embodied AI and robotics, tackling the most challenging aspects of mobility, autonomy, and manipulation. In the first year, they achieved early successes with pilot deployments among key customers, including last-mile delivery in smart cities and security for critical infrastructure. These customers witnessed the AI-driven autonomy of the first-of-its-kind wheeled-legged robots, powered by neural networks.
“Swiss-Mile, utilizing their cutting-edge algorithms and the deep research expertise in comprehensive solutions, has developed a product that stands out in this industry,” said Caroline Fu, partner of HongShan. “We are thrilled to observe the technological advancements the company has achieved, and are confident it will play a leading role in transforming the embodied intelligence industry.” HongShan invested through its USD funds, which comprises all international LPs.

Scaling Robotic Intelligence
Swiss-Mile, a spin-off of the Robotic Systems Lab at ETH Zurich, has been at the forefront of integrating artificial neural networks into robots with legs and wheels. The founders have enabled quadrupedal robots to walk, drive, stand upright on two legs and manipulate packages with wheeled end effectors. These capabilities highlight the versatility of the approach, adeptly addressing the real-world challenges of both mobility and manipulation. Integrating these features, mobile robots are set to drive the next wave of automation, advancing beyond the era of static robotic arms. Their embodied AI garnered significant media and industry attention, culminating in a showcase at the GTC 2022 keynote with NVIDIA CEO Jensen Huang. Beyond scientific contributions, the founders demonstrated real-world robotics applications by being part of the winning team of the DARPA Subterranean Challenge, which the Washington Post has called “The Super Bowl of Robotics.”
“Swiss-Mile stands out as one of the leading embodied AI companies globally, founded by pioneers who initiated this trend,” said Harry Wang, founder and CEO of Linear Capital. “What excites me most about Swiss-Mile is their international and customer-centric mindset from the very beginning. They will be able to leverage their global resources to make Swiss-Mile a leading power in the next wave of physical AI revolution.”
By integrating reinforcement and supervised learning into a unified framework, the company enables robots to autonomously learn from scratch and adapt based on real-world deployments. This approach allows them to generate and scale novel robotic behaviors, continually refining them through data collected from both real-world environments and synthetic scenarios. Swiss-Mile can bring any robotic machine to life through this versatile AI framework that is independent of the robot’s embodiment. Demonstrating this versatility, the company has successfully adapted by training a new neural network for a different robotic hardware in just a week.

Customer-Centric Business Approach
Swiss-Mile combines technical excellence with a customer-centric business mindset and the drive to scale effectively and quickly. They have begun pilot integrations with beta clients across the globe, enabling rigorous tests of embodied AI in diverse real-world settings. Just a month after their inception, the company deployed a first robot for last-mile delivery. Swiss-Mile has since engaged with a broader range of leads across sectors such as monitoring and logistics, starting to address the growing global challenge of labor shortages—a crisis that could impose a $10 trillion economic burden on nations struggling with workforce deficits. Their technology serves as a game-changer for mobile robots, unlocking new use cases in highly dynamic environments, thereby transforming how industries operate and providing critical solutions to alleviate worker shortages.
“The Swiss-Mile team is building innovative real world-oriented solutions utilizing embodied AI and robotics, bringing their expertise to various industries,” said Franziska Bossart, Head of the Amazon Industrial Innovation Fund. “We at the Industrial Innovation Fund are delighted to support their team, recognizing the potential these technologies hold for Amazon.”
Additionally, Daniel S. Aegerter, founder and CEO of Armada Investment, shares his perspective on the company: “Artificial intelligence combined with low-cost, high-performance hardware will unlock an abundance of productive use-cases for autonomous robots, heralding a new era of economic activity. We are excited by what is now possible. The Swiss-Mile team are true pioneers in this emerging segment, possessing the talent, ambition, and audacity to build a category-defining company. Alongside their extraordinary technical track record, the team are relentless in their pursuit of customer value. This culture will differentiate Swiss-Mile in the long run.”

Join the Company
If you are passionate about embodied AI and robotics, then join the transformative journey by exploring open positions at https://jobs.lever.co/swiss-mile. The team is renowned for pioneering robotic design and applying neural networks in ways that enhance environmental understanding and decision-making. With a robust foundation in research, Swiss-Mile excels in translating artificial intelligence and robotics into real-world applications.
If you're interested in integrating mobile robotic solutions into your processes for applications in security, monitoring, construction, or logistics, Swiss-Mile invites you to join their beta program. Become part of the upcoming revolution in smart robotics—enhancing the safety and efficiency of your facilities. To get started, simply contact their sales team at https://share-eu1.hsforms.com/1A4nU3goUTMGMzd2vy0vciw2e3jez.

Linear Capital will host a cocktail event at ICRA Yokohama, Japan next week - join us! ICRA, the IEEE International Conf...
07/05/2024

Linear Capital will host a cocktail event at ICRA Yokohama, Japan next week - join us!

ICRA, the IEEE International Conference on Robotics and Automation, is the largest and most influential academic conference in the field of robotics. ICRA 2024 will be held in Yokohama, Japan, from May 13th to May 17th, 2024.
Linear Capital will host a cocktail event near the conference venue with our portfolio companies include Horizon Robotics, Manycore.tech (Coohom Cloud), Agile Robots, Franka Robotics, Dessight Biomedical, and Swiss-Mile during ICRA, which Linear Capital's Partner Songyan Huang and Senior Investment Principal Wei Xin, along with members of Linear Capital's portfolio companies, will attend to discuss and exchange ideas. Researchers and entrepreneurs are welcome to attend as well!

To register, please scan the QR code below. The time and location of the cocktail event will be notified after successful registration.

Here's the Introduction to the Linear Capital investment team members participating in this event:

Songyan Huang
Partner at Linear Capital, responsible for investments in deep technology. Dr. Huang focuses on investments in the areas of data intelligence reconstruction of supply side, robotics, and chips who has led investments in Agile Robots, AllSense, WeiBuild, and AIGROW among others. Dr. Huang is the reviewer for several top journals of IEEE. Before joining Linear Capital, he worked at Huawei as a data scientist and was in charge of several advanced research and application development projects. Dr. Huang graduated from Zhejiang University with a background in machine learning research, and got an excellent PhD from Zhejiang University.
Dr. Huang was awarded as "36 best investors under age 36" by 36kr twice, "40 best investors under age 40" by CYzone three times, and "Top 20 technology investors" by JazzYear.

Wei Xin
Senior Investment Principal at Linear Capital. Wei focuses on robotics, embodied AI, and various early-stage frontier technologies, having led investments in projects like Swiss-Mile, Dessight Biomedical, and Meta-Photon. Before joining Linear Capital, Wei Xin served as a system chief designer at the CAS Microsatellite Innovation Research Institute, and he received his Bachelor and Master's degrees in Mechatronic Engineering from Harbin Institute of Technology, and an MBA from Shanghai Advanced Institute of Finance, Shanghai Jiao Tong University.

Introduction to the portfolio companies:
Horizon Robotics
Linear Capital invested in Angel round of Horizon Robotics. Horizon Robotics is a leading provider of advanced driver-assistance systems (ADAS) and high-level autonomous driving (AD) solutions in the passenger vehicle market, with proprietary software and hardware technology. Horizon's solutions integrate leading algorithms, dedicated software, and advanced processing hardware to provide core technologies for advanced assistance and high-level autonomous driving, enhancing safety and experience for drivers and passengers. With its large-scale deployment of pre-installed mass production solutions, Horizon has become a key driver in the intelligent automotive transformation and commercialization.

Manycore.tech
Linear Capital invested in Manycore.tech since Angel Round. Manycore.tech, a leading cloud design software platform established in November 2011, is committed to realizing the mission of "Realizing Imagination". With over 65 million registered users and collaborations with more than 40,000 brand enterprises across 200 countries and regions, Manycore.tech has made its mark globally. As part of Manycore.tech's brand portfolio, Coohom Cloud stands out as a professional data service provider incubated by Coohom Science & Technology's innovation laboratory. Leveraging Manycore's exceptional interior design solution on an international scale, Coohom Cloud offers an array of dataset services, including interior synthetic data generation and 3D virtual assets creation to accelerate the advancement of diverse industries such as AIGC, Robotics, AI Agents, XR and more.

Agile Robots & Franka Robotics
Linear Capital led Angel round of Agile Robots. Agile Robots was founded in 2018 and is a global leader in intelligent robotics, with dual headquarters in Munich, Germany, and Beijing, China. With the German Aerospace Center as its technical support, the company is committed to pushing the exploration and innovation of robotic technologies and expanding their application in more fields. Franka Robotics, established in 2016 in Munich, focuses on cutting-edge robot technology research and development and was one of the 50 innovative projects featured on the cover of German Time magazine, earning the German Future Prize and Innovation Award. In November 2023, Agile Robots announced the acquisition of Franka Robotics.

Dessight Biomedical
Linear Capital led Pre-A round of Dessight Biomedical and invested in subsequent rounds. Founded in 2021, Dessight is a national high-tech SME focused on the field of supermicrosurgery. Its founding team comes from top global robotics and AI labs and a Fortune 500 German pharmaceutical company. To date, Dessight Biomedical has applied for and been granted multiple US and Chinese patents and has won numerous awards in global and national competitions, while collaborating with several renowned domestic medical institutions on various surgical robot research projects.

Swiss-Mile
Linear Capital led Angel round of Swiss-Mile. Founded in April 2023, its founding team came from the ETH RSL Lab and previously developed the wheeled-legged robot ANYmal. After founding Swiss-Mile, they optimized the development based on ANYmal, achieving speeds up to 6.2 m/s (about 22.32 km/h or 13.87 mph), capable of overcoming challenging obstacles and navigating indoor and outdoor spaces. The robot can carry tools, materials, goods, and sensors with a maximum payload of 50kg.

In September 2023, while summarizing our 9th year at Linear Capital, we wrote the following sentence: "The goal is in th...
01/01/2024

In September 2023, while summarizing our 9th year at Linear Capital, we wrote the following sentence: "The goal is in the distance, the road is still difficult, but there is light in our hearts". It can also summarize 2023 for us.

"Recovery is not yet successful, we still need to work hard." That's my brief word for 2023. In 2022, we made a budget for 2023 and planned to invest $100 million in new projects. However, we ended up in investing around $35 million in approximately 16 new projects. But we believe this contraction is practical and necessary. The main reasons are: 1) We have raised our investment standards; 2) The number of early-stage projects that meet our standards has significantly decreased in the market; 3) The prices of early-stage projects have fallen, and the effectiveness of fund utilization has improved; 4) Follow-on funding has also decreased, and the exit channels are not smooth, making the entire primary market investment chain more tense.

But the challenges of reality do not change our confidence in China's long-term recovery. This is a moment that tests our long-term beliefs the most. I have already elaborated on many long-term perspectives in my year-end summary last year, so I won't repeat them here. As long as we believe in: 1) The competitiveness of the Chinese people (= intelligence * motivation *diligence); 2) The pragmatism of the Chinese government (ultimately the ability to seek truth from facts); 3) Our collective belief that China can become better. The twists and turns of the process do not affect our confidence in China's long-term prospects.

Therefore, overall, we refuse to "Lie Flat" in 2023 and have done many things, such as 16 new investment projects and 26 follow-on invested projects. Regarding exits, in 2023, on the one hand, Linear is exploring suitable exit strategies for portfolio companies, and on the other hand, we are resolutely and strictly implementing exit disciplines to achieve staged and diversified exits. So far, two projects have completely exited, and more than ten projects and asset packages are in the process of exiting or partially exiting. We believe that a large and meaningful exit in technology investment takes a long time and patience, and the premise of a good exit is definitely a good investment. In addition to maintaining high standards in investment requirements, we also hope to prove the value of good investments in both an upward and downward environment through strict ex*****on of exit disciplines and proactive exit strategy management.

We summarize some important events of this year in chronological order (due to the article length and confidentiality of individual invested companies, we only list some new investment projects and follow-on projects here):

January-February: Juehua Medical, based on neuroscience, announced angel round fund raising from Linear Capital. In addition, the micro-surgical robot platform Dessight Biomedical completed Pre-A round financing, with Linear Capital as the lead investor. On the other hand, our post-investment service continues. One of the important events was the first time "Linear Open House". We organized portfolio companies to visit Agile Robots' office, encouraging the experienced entrepreneurs to share their experiences to the newcomers.

At the beginning of the year, the most often discussed topic was the new wave of AI brought by chatGPT. As a company that has always focused on technology investment, we have invested in companies such as Mindverse, Boolv, fasion.ai, and Vistring during 2020-2022. We believe that this AI development wave will bring about paradigm changes, and we encourage all invested companies to leverage AI to empower their products and productivity.

At the same time, the Linear Capital investment team actively shared our views on AGI and related investment projects through media interviews and events.

In March, synthetic biology company SynMeta Bio secured millions of dollars in financing, with Linear Capital leading the angel round. This is an important attempt for us in the field of new materials. 3D real-time interactive virtual activity platform Bitsrealm Technology also announced their millions of dollars in financing, with Linear Capital also leading the angel round.

This month, Linear had an important personnel news: "Songyan Huang was promoted to partner at Linear Capital." In terms of post-investment activities, we held the brand event "Meditators Alliance." The theme of 2023 was energy storage, where we invited industry experts and entrepreneurs to discuss topics such as different technical routes and digitization in energy storage scenarios. Additionally, Linear Capital's startup knowledge sharing platform, Linear Academy, jointly organized an offline workshop with Amazon Web Services team, connecting Beijing and Shanghai, and sharing Amazon's recruitment experience with founders and teams of invested companies.

In April, microfluidic production chip company Haoli Technology completed a series A financing of tens of millions of dollars, with Linear Capital leading the round. As the pandemic was fading, we went to Europe - one of the core areas of technological innovation. Over the past few years, we have invested in many technology founders with backgrounds from renowned European universities and research institutes(such as Agile Robots, ReaVis, Orthogonal Tech, Dessight Biomedical, Ruhr Tech, ACXEL, and ReSun Technology with founders from the German Aerospace Center, the University of Cambridge, and the Max Planck Institute, among others). Our past investment experience has made us more confident that these technology entrepreneurs who have emerged from top European universities and research institutes are capable of growing into outstanding technology entrepreneurs and bringing the value of cutting-edge technology to more people. During the trip, we talked about technology and entrepreneurship with local students and entrepreneurs in the United Kingdom, Switzerland, France, and Italy. We also revisited Agile Robots' headquarters in Munich, Germany, after five years. Upon returning to Shanghai, we invited friends of Linear Capital and portfolio companies to have a private discussion about the European market at our office. Later, we published our reflections and thoughts on this trip on Linear Capital's official page.

In May, after three years of online annual meetings, we finally held the Linear Capital Annual Meeting in Shanghai, Rebound 2023, inviting Linear Capital's LP, founders of invested companies, and collaborators over 200 people in person. In terms of project investment, projects of AIGC continued to be sought after. We are optimistic about the prospects and actively engage with projects, but at the same time, we remain cautious about the market's enthusiasm. This month, we announced leading the A+ round of investment in AI image generation technology service provider Tiamat, and we also held the AIGC Tech Event in Hangzhou. In terms of personnel, we announced that Henry Li, former Senior Product Manager Director at LinkedIn (Silicon Valley Headquarters), will serve as a venture partner. Henry's joining will help us actively attract projects and talents in Silicon Valley.

In June and July, Linear Capital's invested company PowerLaw.ai jointly released the PowerLawGLM legal vertical model in collaboration with BigModel.ai. Our invested company Dessight Biomedical, a micro-surgical robot platform, completed a tens of millions Pre-A+ round of financing, with Linear Capital continuing to support as an existing shareholder. Not long after, Dessight Biomedical brought more good news as they announced the completion of the first clinical application of an ophthalmic surgical robot in Asia. During this period, we also announced the exclusive investment in the angel round of EYIMU Technology, a startup focusing on providing digital solutions for farms, and continue to have a positive outlook on the prospects of technology-enabled industrial upgrading.

Meanwhile, the World Artificial Intelligence Conference was held in Shanghai. Many of Linear Capital's invested companies, including Horizon Robotics, Tezign, and SupreMind, participated in activities such as live talk, hosting forums, roundtable discussions, and product launches. In terms of post-investment activities, Linear Capital and invested company Guan Data jointly organized the "ToB Technology Enterprise Operations Management Discussion" which was a achievement showcase and summary of the participation of invested companies in Huawei BLM workshops organized by Linear Academy two years ago.

In August, in terms of projects, follow-on rounds of financing for invested projects were actively carried out. Orthogonal Tech, an intelligent product design tool developer, completed a million Pre-A round of financing with Linear Capital as the lead investor. Previously, our invested project Datablau completed a B1 round of financing with Linear Capital continuing to support as an existing shareholder. At the same time, we also announced that Gritworld Technology, an early-stage investment project, completed a B2 round of financing led by BYD.

In September, discussions and investments in the AIGC direction gradually calmed down. Linear Capital continued to focus on innovative projects in the application layer. We co-organized the "AI+ Vertical Industry Application Implement" event in Shanghai with Microsoft Accelerator, where Microsoft Data & AI solution experts and three founders of Linear Capital's invested companies shared their perspectives on the current application of generative AI technology. September also marked the 9th anniversary of Linear Capital. At the end of the month, we announced that senior technology entrepreneur and former CTO of Dada, Jun Yang, would serve as a venture partner. Jun Yang will assist Linear Capital in discovering entrepreneurial projects, participating in project evaluations, and helping invested companies grow. He has previously been a guest of Linear Academy, sharing his experiences and stories with founders of Linear Capital's invested companies.

In October, Linear Capital held an offline event in Hangzhou titled "From Intelligent Robots to General Intelligent Robots", where we invited Professor Jianwei Zhang, Academician of the German National Academy of Engineering and the Hamburg Academy of Sciences and Humanities, as well as scholars from laboratories at Stanford University, Columbia University, and the Swiss Federal Institute of Technology, to discuss on the current status, challenges, and future development of general intelligent robots with 10 Linear Capital invested companies in the robotics field.

I elaborated on Linear Capital's long-term focus and investment strategy in the direction of general intelligent robots: "Starting about five years ago, we shifted from focusing on data intelligence to the combination of software and hardware, especially from the perspective of integrating cutting-edge technology and artificial intelligence, thinking and trying how to significantly improve efficiency in some core key steps in the industry and construction sectors through machine completion." With the guidance of the concept and the laws of technological evolution and being ahead of the market by 2-3 years, Linear Capital has already invested in some early-stage robotics companies. We will continue to practice its investment concepts and commitments in this field. In addition, we invited Professor Jianwei Zhang and research scholars from university laboratories to share ideas with invested companies at this event, Linear Capital looks forward to continuing to have more in-depth talks and cooperation with industry and university laboratories in the future.

In November, amid a generally cooling market, we continued to maintain optimism and caution, while also raising the requirements for team work and invested companies. Despite approaching the end of the year, our investment progress continues. This month, we led the investment in Kewoke Technology, a manufacturer of alkaline hydrogen production and research composite membranes, in their Pre-A round of financing. We also exclusively invested in Tanda, a non-cement-based, carbon-utilizing inorganic adhesive material development company, in their Pre-A round. Additionally, the project Wonsor, which we led in the angel round, received nearly 100 million RMB in financing, and its domestically produced sensor products have entered leading customers such as BYD. In post-investment service, we initiated the recruitment of Global Young PhD Fellow, inviting global technology entrepreneurs. We will continue to invest to build a platform for learning and communication for young talents domestically and internationally who are interested in or are in the early stages of technology entrepreneurship and want to understand the growth path of China's best technology startups.

In December, news of projects continues. In addition to announcing our lead investment in Yinghua Chenrui, a high-performance modification and application innovation company in biomaterials, with tens of millions of RMB in angel round financing. We are also preparing to announce the financing of other new projects, so stay tuned.

At the same time, we have heard about the progress of several invested projects: Linear's early-stage project Powerlaw.ai announced the completion of nearly 80 million RMB in Pre-B round, with Linear Capital continuing to follow-on invest as an existing shareholder. ReaVis, Linear led angel round project, received investments in two rounds from Hongshan Capital and Xiaomi Ventures. Ling Fan, the founder of Tezign, which Linear led angel round, was selected as a 2023 China New Growth Pioneer by Harvard Business Review. Harbinger Intelligence, Linear led angel round, deployed ultrasound robots in a county hospital in Guoluo, Qinghai Province, using remote medical technology to solve medical challenges. This is what we hope to see in technology investment: technology for good, bringing a better life for more people.

For 2024, we have these plans:

- Continue to excel in investing. It may be the best investment vintage for the next ten years now. The best prices, the highest quality entrepreneurs, and the downturn cycle that exercises entrepreneurs the most. Hardship forges brilliance.

- We also plan to expand the team further, aiming to recruit 5-8 new investment members.

- Focus on the revolutionary impact of new technologies such as AI, robotics, new biotechnology, and new materials on the productivity of many industries, as well as related commercialization opportunities.

- Emphasize "Talk less, work more, make good decisions, and execute it well."

As we bid farewell to the old and welcome the new, we wish everyone a Happy New Year here!

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