A humanoid robot works on a factory line, showcasing advanced automation in real-world production. PHOTO: AGIBOT
Robots that learn on the job: AgiBot tests reinforcement learning in real-world manufacturing.
Updated
November 27, 2025 3:26 PM
A humanoid robot works on a factory line, showcasing advanced automation in real-world production. PHOTO: AGIBOT
Shanghai-based robotics firm AgiBot has taken a major step toward bringing artificial intelligence into real manufacturing. The company announced that its Real-World Reinforcement Learning (RW-RL) system has been successfully deployed on a pilot production line run in partnership with Longcheer Technology. It marks one of the first real applications of reinforcement learning in industrial robotics.
The project represents a key shift in factory automation. For years, precision manufacturing has relied on rigid setups: robots that need custom fixtures, intricate programming and long calibration cycles. Even newer systems combining vision and force control often struggle with slow deployment and complex maintenance. AgiBot’s system aims to change that by letting robots learn and adapt on the job, reducing the need for extensive tuning or manual reconfiguration.
The RW-RL setup allows a robot to pick up new tasks within minutes rather than weeks. Once trained, the system can automatically adjust to variations, such as changes in part placement or size tolerance, maintaining steady performance throughout long operations. When production lines switch models or products, only minor hardware tweaks are needed. This flexibility could significantly cut downtime and setup costs in industries where rapid product turnover is common.
The system’s main strengths lie in faster deployment, high adaptability and easier reconfiguration. In practice, robots can be retrained quickly for new tasks without needing new fixtures or tools — a long-standing obstacle in consumer electronics production. The platform also works reliably across different factory layouts, showing potential for broader use in complex or varied manufacturing environments.
Beyond its technical claims, the milestone demonstrates a deeper convergence between algorithmic intelligence and mechanical motion.Instead of being tested only in the lab, AgiBot’s system was tried in real factory settings, showing it can perform reliably outside research conditions.
This progress builds on years of reinforcement learning research, which has gradually pushed AI toward greater stability and real-world usability. AgiBot’s Chief Scientist Dr. Jianlan Luo and his team have been at the forefront of that effort, refining algorithms capable of reliable performance on physical machines. Their work now underpins a production-ready platform that blends adaptive learning with precision motion control — turning what was once a research goal into a working industrial solution.
Looking forward, the two companies plan to extend the approach to other manufacturing areas, including consumer electronics and automotive components. They also aim to develop modular robot systems that can integrate smoothly with existing production setups.
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Here’s the story of how a quirky toy transformed into a worldwide phenomenon.
Updated
November 27, 2025 3:26 PM
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Labubu vinyl figure displayed with surprise blind boxes in a store in Guayaquil, Ecuador. PHOTO: ADOBE STOCK
Trends move fast. One moment it's Dubai’s viral “Kunafa” chocolate bar, the next it’s Labubu—a mischievous-looking doll—racks up US$670 million in revenue this year, even outpacing Barbie and Hot Wheels. Celebrities like BLACKPINK’s Lisa and Dua Lipa have been spotted with Labubu dolls—whether as bag charms or in playful social posts.
For those unfamiliar, Labubu is the breakout character from the book series“The Monster” by Hong Kong-born, Belgium-based artist Kasing Lung. Alongside Labubu, the series features other quirky monsters like Zimomo, Mokoko and Tycoco—often grouped together as “Labubus”. These vinyl Labubu figures first entered the collectible scene in 2011 as “Monsters”, produced by Hong Kong-based production house How2Work. In 2019, Lung signed an exclusive licensing deal with Pop Mart, a Beijing-based toy collectible company, which further boosted the recognition and popularity of the franchise.
At first glance, Labubu might seem like just another fad. But the craze shows something deeper: in digital marketing, virality doesn’t happen by accident. It’s the result of timing, relatability and the rway global communities amplify trends.
So, what can marketers learn from the Labubu phenomenon? Let’s take a closer look.
Labubu’s unconventional aesthetics—a notorious grin, sharp teeth and wide eyes—break the traditional mold of “cute” toys. The social listening report from Meltwater, a media intelligence company reveals that from January to May 2025, mentions of “cute” outnumbered “ugly” nearly five to one. This “ugly-cute” look gave Labubu its identity and helped it stand out in a crowded market.
Marketing lesson: In a world of where everything blends together on endless feeds, uniqueness wins. Standing out with bold, even unconventional design choices can spark curiosity and desire. By leaning into what makes a product different, brands create instant recognition and give people something worth talking about.
Labubu’s surge in popularity is deeply rooted in Pop Mart’s focus on building genuine relationships with its fans. The company encourages user-generated content— unboxings, fan art, influencer stories—that fueled Labubu’s spread online and build brand engagement. Fans weren’t just buying toys; they were becoming part of a community that celebrated each new design.
Marketing lesson: Customers don’t want to feel like faceless buyers. They want to feel seen, heard and part of something bigger. By encouraging engagement and valuing contributions, brands can turn casual customers into loyal advocates who spread the word on their behalf.
While Pop Mart notes Labubu is most popular among women aged 18–30, its audience has broadened beyond that group. The design draws on influences from Nordic mythology and East Asian “kawaii” culture, making it feel both familiar and new to global audiences.
For Millennials and Gen Xers, Labubu also sparks nostalgia for toy crazes like Tickle Me Elmo and Beanie Babies that once lit up childhoods before fading away. Together, these layers of cultural resonance and cross-generational charm give Labubu an unusually broad reach.
Marketing lessons: Relatability is a powerful driver of virality. When a product can connect across generations and cultures, it expands far beyond a niche fan base. Brands that blend familiarity with novelty can build bridges to much larger audiences.
Labubu’s blind box model makes buying feel like a game. The thrill of not knowing which design you’d unwrap made collecting Labubus fun. It also turns buying into an emotional experience rather than a rational choice, fueling the urge to complete entire collections.
Besides, the suspense itself became content—millions watched unboxing videos to share in the excitement. Even BLACKPINK’s Lisa admitted she began with “only three to four” Labubus but soon wanted “a whole box” of the latest collection.
Marketing lesson: Mystery creates excitement, and excitement drives repeat purchases. By adding an element of surprise, brands can make the buying experience feels less like a transaction and more like a story unfolding. That thrill keeps customers coming back and makes the product easy to share online.
Pop Mart releases Labubus in limited drops, often tied to holidays or cultural events. Some editions include ultra-rare “chase” figures—appearing only once in every 144 boxes—creating a strong sense of urgency and fear-of-missing out (FOMO) among buyers. This strategy fuels a booming resale market, where regular figures retailing at US$25 can sell for US$200–US$300, and rare editions have even fetched prices up to US$150,000.
Marketing lessons: Scarcity isn’t just about limiting supply—it’s about building anticipation. By tying releases to events and sprinkling in rare editions, brands keep fans watching for the next drop. This combination of urgency and exclusivity transforms ordinary products into must-have collectibles.
Labubu has expanded its reach through creative brand collaborations. For instance, the Labubu x Coca-Cola series features figures in iconic red-and-white themes, while a Vans Old Skool drop merged streetwear in the clothing brand’s notable checkerboard pattern with collectibles. The One Piece collaboration blended Labubu’s quirky style with beloved anime heroes, appealing to fans of both worlds.
Marketing takeaway: Collaborations breathe fresh life into a brand and open doors to new audiences. Partnering with well-known names adds cultural weight and collectible value, while keeping the brand relevant in different communities. Done right, collaborations turn niche products into mainstream sensations.
Labubu’s phenomenal success is more than a passing craze. It’s proof that bold design, authentic community building, clever scarcity and cultural collaborations can transform a quirky idea into a global movement.
For marketers, the takeaway is simple: don’t just chase trends—create something real and let your community shape the story with you. Be bold, stay authentic and bring your fans along for the ride. That’s how brands move from fleeting hype to lasting cultural icons.