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SK On's Solid-State Batteries Could Enable 8-Hour Robot Operation Despite Cost Increase

SK On's Solid-State Batteries Could Enable 8-Hour Robot Operation Despite Cost Increase

SK On has announced that solid-state batteries can allow industrial robots to operate for up to 8 hours, addressing a significant limitation of current lithium-ion batteries, which typically provide only 1 to 2 hours of runtime. This advancement could reduce downtime in 24-hour production lines, where frequent battery changes are necessary. However, the cost implications are substantial. Currently, lithium-ion batteries account for less than 2% of the total cost of industrial robots, but switching to solid-state batteries could increase this to approximately 8%, resulting in a fourfold rise in overall costs. For instance, Tesla's Optimus robot has a battery cost of about $300, which is only 0.5% of its total hardware cost. SK On has developed a total cost of ownership (TCO) model that factors in the costs of spare batteries, charging downtime, and additional backup machines, suggesting that solid-state batteries may be more economical in the long run for continuous operation scenarios. The company has completed a solid-state battery pilot plant in Daejeon, South Korea, and plans to commercialize two battery technologies by 2028 and 2029, respectively. No further timeline was disclosed at the time of publication.

Solid-State Batteries Industrial Robots Battery Technology Cost Efficiency
Factorial Energy and Tulip Tech Achieve 30% Flight Range Increase with Solid-State Batteries

Factorial Energy and Tulip Tech Achieve 30% Flight Range Increase with Solid-State Batteries

Factorial Energy, based in Boston, and Tulip Tech from the Netherlands have transitioned from flight testing to the commercialization of lithium-metal UAV battery packs. Announced on July 13, 2026, their strategic partnership aims to expedite the deployment of solid-state and lithium-metal batteries for advanced drones, with initial tests showing over a 30% increase in flight range without engineering optimizations. This collaboration is significant as it addresses the growing demand for high-endurance UAVs across commercial, industrial, and defense sectors, with the global UAV market projected to exceed $160 billion by 2034. Factorial emphasizes that energy storage is a critical bottleneck affecting mission radius, payload, and fleet economics, making their advancements crucial for future drone capabilities. Looking ahead, the partnership establishes a framework for joint customer engagement and a roadmap for volume production. No further timeline was disclosed at the time of publication, but the companies are moving swiftly from testing to commercialization, indicating a strong potential for future developments in UAV battery technology.

battery technology Drone News Drone News Feeds drone parts News $160 billion UAV market
Chinese car maker GAC to use humanoid robots powered by solid-state batteries

Chinese car maker GAC to use humanoid robots powered by solid-state batteries

Chinese automaker GAC has unveiled plans to trial humanoid robots in its car factories, aiming to enhance production efficiency. The announcement was made on Thursday, with the company set to begin producing components for these robots in-house at scale starting next year. This initiative is part of GAC's broader strategy to facilitate small-scale production of the robots for internal use by 2026. The latest version of the GoMate robot was showcased during the announcement, highlighting GAC's commitment to integrating advanced technology into its manufacturing processes.

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Beyond the Solid-State Battery Myth: CAS Breaks Through on Multiple Fronts in 2026

Beyond the Solid-State Battery Myth: CAS Breaks Through on Multiple Fronts in 2026

In spring 2026, the Chinese Academy of Sciences announced significant advancements in battery technology, showcasing breakthroughs in several areas including black phosphorus fast-charging, safe sodium-ion batteries, solid-state batteries, and hydrogen storage systems. These innovations aim to enhance energy storage solutions, addressing the growing demand for efficient and safe battery technologies in various applications. The developments reflect ongoing research efforts to improve energy efficiency and sustainability, positioning China at the forefront of battery technology advancements. The academy's work is expected to have a substantial impact on industries reliant on advanced energy storage, potentially transforming the landscape of electric vehicles and renewable energy systems.

Technology
The Drone Industry’s Battery Problem Has a New Challenger

The Drone Industry’s Battery Problem Has a New Challenger

Factorial Energy, a battery technology company, has announced new partnerships aimed at enhancing drone performance through the integration of next-generation solid-state batteries. These collaborations span across the United States, Europe, and the Asia-Pacific region, focusing on improving drone endurance, power, and cold-weather capabilities for both commercial and defense applications. By leveraging advanced battery technology, Factorial seeks to address the ongoing challenges faced by the drone industry, particularly in terms of battery efficiency and reliability. The initiative reflects a growing recognition of the importance of innovative battery solutions in advancing drone technology and expanding its potential uses in various sectors.

Applications battery technology Defense Drone News Drone News Feeds News
Comau has built an in-house dry room to develop cell manufacturing solutions at an international level

Comau has built an in-house dry room to develop cell manufacturing solutions at an international level

Comau has unveiled a new 500-square-meter dry room designed specifically for the development and validation of production processes for lithium-ion and solid-state batteries. This facility, which aims to enhance the efficiency and effectiveness of battery manufacturing, is part of the company's ongoing commitment to advancing battery technology. The dry room will enable researchers and engineers to conduct critical tests and refine production methods in a controlled environment, ensuring higher quality and performance of the batteries. This initiative is particularly timely as the demand for advanced battery solutions continues to rise, driven by the growing electric vehicle market and the need for sustainable energy storage options. The facility is located at Comau's headquarters, where it will play a crucial role in supporting the company's innovation efforts in the rapidly evolving energy sector.

Solid State Automation and Controls Cuts Motor Control Center Delivery Time by 50 Weeks

Solid State Automation and Controls Cuts Motor Control Center Delivery Time by 50 Weeks

Solid State Automation and Controls (SSAC) faced a significant challenge when a customer required a Motor Control Center (MCC) for a new facility, with a traditional lead time of 14 months. The facility needed to be operational in just eight months, prompting SSAC to innovate a solution. They designed the custom Motor Control Complex, MC-PLEX, in collaboration with Rittal, successfully delivering it in 22 weeks, thus saving 50 weeks compared to the standard timeline. This achievement is crucial as it highlights SSAC's ability to adapt and meet urgent customer needs in the building materials and logistics industry. By leveraging a modular enclosure and busbar platform, SSAC not only fulfilled the immediate requirement but also laid the groundwork for a more efficient and flexible product line. The company’s commitment to customer trust through expertise and accountability was pivotal in overcoming the traditional limitations of MCC delivery. Looking ahead, SSAC's innovative approach to the MCC design and delivery process may set a new standard in the industry. Their collaboration with Rittal and the use of advanced design tools like Eplan could lead to further enhancements in efficiency and flexibility for future projects. No further timeline was disclosed at the time of publication.

Factory / Digital Transformation
Chinese startup releases solid-state lithium-metal batteries for flying cars

Chinese startup releases solid-state lithium-metal batteries for flying cars

Chinese battery startup Inx has unveiled a groundbreaking solid-state lithium-metal battery that boasts an impressive energy density of 480 watt-hours per kilogram (Wh/kg). This innovative battery technology is being positioned for potential use in electric aircraft. Inx has also secured a supply agreement with EHang, a prominent Chinese drone manufacturer, to integrate this advanced battery into their products. The collaboration aims to enhance the performance and efficiency of electric flying vehicles, signaling a significant advancement in the aviation and drone sectors. This development comes at a time when the demand for sustainable and efficient energy solutions in transportation is rapidly increasing, driven by the need for greener alternatives in the face of climate change.

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New ceramic solid-state battery for military, aerospace tech survives 302°F heat

New ceramic solid-state battery for military, aerospace tech survives 302°F heat

A research team from Tsinghua University in China has successfully developed a compact, all-ceramic solid-state lithium-ion battery. This innovative battery design aims to enhance safety and efficiency in energy storage solutions. The announcement was made recently, highlighting the potential of this technology to address common issues associated with traditional lithium-ion batteries, such as flammability and limited lifespan. By utilizing an all-ceramic structure, the researchers believe they can significantly improve the performance and stability of batteries, making them more suitable for various applications, including electric vehicles and portable electronics. The team's work represents a significant advancement in battery technology, driven by the growing demand for safer and more efficient energy storage options in an increasingly electrified world.

Energy
12 States File Lawsuit to Block Paramount's $110 Billion Merger with Warner Bros. Discovery

12 States File Lawsuit to Block Paramount's $110 Billion Merger with Warner Bros. Discovery

A coalition of 12 state attorneys general has initiated a lawsuit to prevent the merger between Paramount Skydance and Warner Bros. Discovery (WBD). Led by California Attorney General Rob Bonta, the coalition claims that the merger would violate the Clayton Act by significantly reducing competition in theatrical film distribution and basic cable licensing. The lawsuit highlights concerns that the merger would consolidate power in the entertainment industry, giving Paramount control over 27% of the U.S. film distribution market and 30% of blockbuster movie distribution. Critics, including filmmakers and industry professionals, argue that this consolidation could lead to higher prices and fewer opportunities for diverse storytelling. As the legal battle unfolds, Paramount maintains that the merger would allow the combined studios to produce 30 films annually. No further timeline was disclosed at the time of publication.

Government & Policy Media & Entertainment Mergers and Acquisitions Paramount Warner Bros
SpaceX Unveils AI1 Satellite Specs for Starmind Constellation with Key Thermal Challenges

SpaceX Unveils AI1 Satellite Specs for Starmind Constellation with Key Thermal Challenges

SpaceX has introduced the AI1 satellite, the inaugural component of its Starmind constellation, which stands 20 meters tall and has a wingspan of 70 meters. This orbital compute node is designed to deliver computing power equivalent to one NVIDIA GB300 server rack, utilizing a unique cooling system with deployable liquid radiators. The satellite's specifications were revealed during a presentation on June 8, 2026, ahead of SpaceX's IPO. The significance of the AI1 satellite lies in its role as a compute platform rather than a traditional satellite, focusing on running AI inference workloads. The satellite's cooling system, which is critical for its operation in the vacuum of space, is designed to reject heat through infrared radiation. However, independent engineers have raised concerns about the feasibility of the thermal and mass claims made by SpaceX, suggesting that the cooling requirements may exceed practical limits. Looking ahead, SpaceX plans to launch two AI1 prototypes in early 2027, with full-scale production expected to commence later that year at its Gigasat facility in Bastrop, Texas. The ongoing debate regarding the satellite's thermal management capabilities will be crucial to monitor as the project progresses, with no further timeline disclosed at the time of publication.

Solid-state battery cell hits 465 Wh/kg density, targets aerospace and defense applications

Solid-state battery cell hits 465 Wh/kg density, targets aerospace and defense applications

European battery startup SOLiTHOR has successfully produced its first 10 Ah demonstration cell, showcasing a significant advancement in battery technology. This milestone was achieved recently at their facility in Europe, where the company aims to enhance energy storage solutions. The development of this demonstration cell is part of SOLiTHOR's broader mission to address the growing demand for efficient and sustainable battery systems, particularly in the context of the electric vehicle market and renewable energy storage. By utilizing innovative manufacturing processes and cutting-edge materials, SOLiTHOR is positioning itself as a key player in the competitive battery industry, striving to contribute to a greener future.

Energy
XPeng unveils new IRON humanoid robot with full-solid-state battery and AI brain

XPeng unveils new IRON humanoid robot with full-solid-state battery and AI brain

At the 2025 XPeng Tech Day, Chinese electric vehicle manufacturer XPeng introduced its latest innovation, the IRON humanoid robot, which it claims to be the most human-like robot to date. The IRON robot is designed with an advanced bionic structure that mimics human anatomy, featuring a flexible spine, synthetic muscles, and soft full-body skin. Its hands boast 22 degrees of freedom, allowing for intricate movements. This unveiling marks a significant step in robotics, showcasing XPeng's commitment to integrating advanced technology into everyday life. The event highlights the company's vision to enhance human-robot interaction and push the boundaries of artificial intelligence and robotics.

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Next-gen ceramic aircraft batteries could enable 621-mile electric flights

Next-gen ceramic aircraft batteries could enable 621-mile electric flights

Taiwanese battery manufacturer ProLogium has partnered with Dutch aerospace firm Elysian Aircraft by signing a Memorandum of Understanding aimed at developing advanced battery technology for electric aircraft. The agreement, finalized recently, marks a significant step towards enhancing the sustainability and efficiency of air travel. By combining ProLogium's expertise in solid-state battery technology with Elysian's innovative aircraft designs, the collaboration seeks to address the growing demand for eco-friendly aviation solutions. This initiative is part of a broader effort to reduce carbon emissions in the aerospace industry, aligning with global sustainability goals. The partnership is expected to leverage both companies' strengths to create safer, lighter, and more efficient battery systems that could revolutionize the electric aviation sector.

Energy
Tesla's Optimus Robots to Support Starmind Satellite Production, Not Maintenance

Tesla's Optimus Robots to Support Starmind Satellite Production, Not Maintenance

Tesla's Optimus robots will not be used to repair Starmind satellites in orbit, as confirmed by recent statements from Elon Musk. Instead, these robots are intended to assist in the construction and operation of the Terafab chip manufacturing facility in Texas. The AI1 satellites, designed to disintegrate upon reentry, highlight the company's swap-and-replace strategy rather than traditional maintenance practices. This approach is significant as it reflects a broader trend in satellite management, where mass-produced satellites are replaced rather than repaired. The economics of servicing missions are prohibitive, with the cost of launching a replacement satellite being significantly lower than conducting a repair mission. This model aligns with SpaceX's operational history, where rapid replacement of satellites is more efficient than attempting to maintain them in orbit. Looking ahead, the focus will remain on the production capabilities of the Gigasat factory, which is expected to support the continuous replacement of satellites. No further timeline was disclosed at the time of publication, but the demand for rapid satellite turnover suggests a robust future for Optimus robots in terrestrial manufacturing rather than in-space servicing.

Thermal Runaway Limits in Embodied AI Batteries: The Electrically Debondable Tape Solution

Thermal Runaway Limits in Embodied AI Batteries: The Electrically Debondable Tape Solution

In the evolving landscape of power battery and Embodied AI development, the industry is witnessing a significant shift from purely data-driven approaches to a hybrid model that combines physical modeling with data optimization. This transition is driven by the limitations encountered in existing Battery AI technologies, which have struggled to deliver optimal performance solely through data analysis. By integrating established electrochemical theories, such as solid electrolyte interphase (SEI) layer growth and lithium plating, researchers and developers are laying a robust foundation for future advancements. This hybrid approach aims to enhance the efficiency and effectiveness of battery technologies, addressing the growing demand for improved energy storage solutions. The move towards this innovative paradigm reflects the industry's commitment to overcoming current challenges and fostering sustainable energy advancements.

Energy Engineering Manufacturing
Sila Secures $300 Million to Enhance U.S. Battery Anode Production for Drones

Sila Secures $300 Million to Enhance U.S. Battery Anode Production for Drones

Sila has successfully raised $300 million in private funding aimed at expanding its silicon-carbon battery anode technology production in the United States. This investment will bolster manufacturing capacity at its Moses Lake, Washington facility, facilitating a Phase 2 expansion and accelerating the production of its Titan Silicon® anode technology. The significance of this funding lies in its potential to strengthen domestic supply chains for advanced battery materials, particularly in light of the current dominance of China in anode material processing and battery cell manufacturing. With battery materials becoming increasingly crucial for technology security, Sila's efforts could mitigate supply chain risks for industries reliant on advanced batteries, including drones, defense systems, and electric vehicles. Looking ahead, Sila's expansion plans include increasing its Moses Lake facility's capacity from an initial 2 GWh to as much as 250 GWh over the next five years, potentially establishing it as the world's largest anode production site. No further timeline was disclosed at the time of publication.

Applications Drone Manufacturing Drone News Drone News Feeds News AI infrastructure
Samsung Launches CEO-Led Robotics Division to Drive Commercialization Efforts

Samsung Launches CEO-Led Robotics Division to Drive Commercialization Efforts

Samsung Electronics announced the establishment of a new robotics business division, RX (Robotics eXperience), led by CEO Roh Tae-moon. This division consolidates various robotics initiatives previously managed separately, focusing on long-term strategy and commercialization. Key hires include Lee Dong-gun, who will lead the robotics strategy team, along with two academic experts in autonomous systems and robotic dexterity. The formation of the RX division is significant as it reflects Samsung's commitment to developing robots as a commercial business amid challenges in other sectors. Analysts suggest that the mobile division may have experienced its first quarterly loss, prompting the company to seek growth opportunities in robotics. The division aims to innovate in areas such as dexterous robotic hands, which are crucial for humanoid functionality and represent a significant cost factor in robotics development. Looking ahead, Samsung plans to invest in its robotics capabilities at its Seoul R&D Campus and establish further research bases in the United States, China, and Japan. The RX division's efforts will build on Samsung's recent investment in Rainbow Robotics, enhancing its position in the humanoid robotics market. No further timeline was disclosed at the time of publication.

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Matternet Partners with Beeline to Enhance US Drone Delivery Network Expansion

Matternet Partners with Beeline to Enhance US Drone Delivery Network Expansion

Matternet has announced a partnership with Beeline UAS to enhance its drone delivery operations across the United States. This collaboration adds another FAA Part 135 operator to Matternet's network, which already includes UPS Flight Forward and Ameriflight. The focus will be on expanding beyond visual line of sight (BVLOS) operations in California's San Francisco Bay Area and Los Angeles metropolitan area, known for their high delivery costs and traffic congestion. The partnership is significant as it aims to address the growing demand for drone delivery services in sectors like food, retail, and healthcare. Matternet's CEO, Andreas Raptopoulos, emphasizes the importance of a network of certified operators to scale operations efficiently. Beeline's expertise in regulatory compliance and flight operations will enable Matternet to expand its services without the need to develop its own extensive operational workforce. Looking ahead, this partnership represents Matternet's strategy to diversify its delivery network through multiple certified operators, enhancing flexibility and compliance. As Matternet has already conducted over 60,000 commercial drone flights, the collaboration with Beeline is expected to further solidify its position in the drone delivery market. No further timeline was disclosed at the time of publication.

News
The Rise of Enterprise AI Agents: Is Your Infrastructure Prepared for the Shift?

The Rise of Enterprise AI Agents: Is Your Infrastructure Prepared for the Shift?

Enterprise AI agents are transitioning from laboratory environments to corporate systems, enabling them to track workflows, generate reports, and make decisions across various applications. This shift enhances operational speed and service quality but also places significant demands on existing technical infrastructures. The importance of robust AI agent infrastructure cannot be overstated, as it must accommodate fluctuating workloads, ensure secure access, and maintain data integrity. Without a solid foundation, AI agents may excel in pilot programs but struggle with reliability when integrated into live systems with larger datasets and user bases. Looking ahead, organizations must prioritize capacity planning guided by reporting and internal deadlines. As AI agents require organized and accurate data access to function effectively, businesses must establish clear rules for data retrieval and management. No further timeline was disclosed at the time of publication.

AI agents Infrastructure agentic ai ai agents AI infrastructure API integration
Leaps By Bayer Invests in Sabanto to Enhance Agricultural Autonomy Solutions

Leaps By Bayer Invests in Sabanto to Enhance Agricultural Autonomy Solutions

Sabanto, known for its autonomy retrofit system for agriculture, has successfully completed an oversubscribed Series B funding round aimed at expanding practical autonomy in farming. Founder and CEO Craig Rupp emphasized that their approach focuses on reducing capital investment by enabling farmers to utilize smaller, lower-cost autonomous tractors instead of investing in larger machinery. The significance of this funding round, led by Leaps by Bayer, lies in its potential to transform agricultural practices by making autonomy more accessible to farmers. By retrofitting existing tractors with advanced technology, Sabanto aims to lower the costs associated with adopting autonomous systems while enhancing productivity through continuous operation. This approach addresses the financial constraints many farmers face, as highlighted by Rupp and Paimun Amini from Leaps By Bayer. Looking ahead, Sabanto's partnership with Verdant Robotics to integrate precision agriculture applications could further streamline farming operations. The company has already established deployments in the United States and Australia, indicating a solid understanding of market needs. No further timeline was disclosed at the time of publication.

Agtech Artificial intelligence Deeptech Investing Precision agriculture Startups & funding
Small-AI Models Gain Traction Around the World

Small-AI Models Gain Traction Around the World

One morning in 2019, Adebayo Alonge was in a Cape Town hotel room, preparing to demonstrate his startup’s AI answer to a serious problem in African health care: counterfeit medication, which kills thousands of people across the continent every year.The RxScanner is a handheld spectrometer that scans a pill with infrared light, then sends the item’s molecular profile to an AI model equipped with a pharmaceutical database. In seconds, the AI identifies the medication from its molecular profile—or reports that it’s phony.Pharmacies were using the system in more than a dozen countries, including Ghana, Kenya, Myanmar, and Alonge’s native Nigeria. But that morning in South Africa, it didn’t work. “I was shocked,” Alonge says.The spectrometer connected to the AI model—but the data center was 14,000 kilometers away and bandwidth was limited. “Our server was in the United States, and just to get the result of a single scan was taking me over 5 minutes.”So Alonge immediately asked his engineers to shrink the AI model down to a smaller, low-power, unconnected version that could run entirely on his Android phone. They produced it 2 hours later, and that saved the demo.More importantly, the work birthed a new version of his device, which can authenticate a pill in places without broadband, computers, or even reliable electricity. It also turned Alonge into an advocate for this kind of “small AI.”Small AI for Global Health Care AccessSmall AI is a far cry from wealthy nations’ colossal large language models (LLMs), hyperscale data centers, multibillion-dollar investments, and debates about AI consciousness. But for millions of people around the world, the only AI that matters, and often the only kind available, is small. (According to a World Bank Report issued in November, only 0.7 percent of internet users in the world’s poorest countries have used ChatGPT, compared to a quarter of all internet users in the most developed nations.)“Most people are discussing AI from the LLM/generative side. But that needs a lot of computing power, electricity, massive data, and skilled people to manage it,” Ajay Banga, president of the World Bank, said last January at the World Economic Forum, in Davos. “Outside the developed world, other than maybe India and China, very few countries have that combination.”By contrast, small AI can deliver useful, even life-saving services to people in areas that have none of those things, Banga said. In India, where the government’s AI plans call for more development of small AI, many such systems are working for farmers.For example, a drone-based system developed by Bala Murugan and colleagues at the Vellore Institute of Technology, in India, takes photos of cashew plants and quickly identifies those with splotches that indicate disease. All the processing takes place on the drone itself, so there’s no need for a computer on-site, nor for a connection to a central server.Using small language models trained for a specific problem, and sometimes running on cheap, low-power devices, other small-AI implementations have been developed to identify ant infestations in a Uruguayan vineyard, detect the presence of malaria-carrying mosquitoes in a number of nations, and run electrocardiograms from an Arduino device in parts of Brazil that lack access to more complex equipment.“This is the most important area in AI nowadays,” says Marcelo José Rovai, a professor at the Institute of Engineering and Information Systems at the Federal University of Itajubá, in Brazil, who was involved in all three projects. “It’s growing very fast.”Low-Power, Small-AI Models on Devices Small AI models can run on a variety of low-power devices, including [from left to right] an Arduino Nano 33 BLE Sense, a Seeed Wio Terminal, and an Arduino Portenta.Moez AltayebFor Alonge, Rovai, and other advocates, small AI is not just “a promising trend,” as that November World Bank report calls it. It may be, in the long term, the form of AI that will touch the most lives and remain sustainable after some of the giant models become too costly for most users.“I think the future of AI is not like one giant model, at a center. I think it’s millions of small, precise models deployed at the edge, each one solving like a specific problem, a specific context,” Alonge says. This is partly because much of humanity—including people in parts of rich countries as well as the developing world—lives without access to cutting-edge frontier models. But, he says, it’s also because those models are not sustainable.“If someone is not subsidizing it, most people will not be able to afford those models. So those of us who are said to be small-AI developers are the ones who will have to build for the majority of the world,” Alonge says.There is no strict definition of “small AI,” but people often use the term for language models with at most a few billion parameters. (Compare that to cutting-edge models, which can include more than a trillion.) That’s small enough to run directly on a phone or a Raspberry Pi. That’s what allows these applications to run on devices without a connection to a data center and use only a few watts of power, often supplied by a battery or a solar panel.Despite their small footprint, these models aren’t fundamentally different technology from that of gigantic AI models, Rovai says. Many instances of small language models were created the same way the phone-based version of Alonge’s pharmaceuticals scanner was—by “pruning” large models, or removing the parameters that weren’t involved in the task. The result is a system that’s less capable generally but still very good at the specific job it was pruned for, Rovai says. A lighter version of RxAll’s RxScanner spectrometer sends its results to an AI model run locally on a phone to check that a drug’s molecular signature is genuine.RxAllOther small models are created by “distillation.” They are trained to mimic a large model, until their performance approaches that of their “teacher,” Rovai says. In other cases, a larger model’s precision is reduced, for example, so that a model run on 32-bit architecture can run on 8-bit designs. In situations where the machine learning application is being used to classify data or predict patterns (like an ant infestation), it’s trained from the beginning on a small device, not derived from a larger model at all. Running all these small, specialized systems is becoming easier, Rovai says, for two reasons.The first reason is that hardware is getting better and more capable while using less power, he says. This means more and more phones can run small AI—especially those equipped with neural processing units, which are specialized chips that handle AI tasks like facial recognition and changing the brightness, shadows, or contrast in a photo.In 2025, slightly more than a third of all smartphones shipped worldwide were capable of running generative AI, and that figure will reach 45 percent by the end of this year, according to the technology research firm Counterpoint. By the end of next year, slightly more than half of all smartphones will be able to run a small AI model.The second reason Rovai cites is the shrinking footprint of language models. Both Google DeepMind’s Gemma 4 (released in April) and Alibaba’s Qwen 3.5 are “fantastic” for small AI, Rovai says. Both models are “open weight,” meaning users can adjust the connections between parameters to suit their needs. This makes it easy, for example, “to take a lot of data from, say, the milk industry and retrain the model specifically on that,” Rovai says.Rovai illustrated these reasons on a Zoom call, using one of his most recent experiments. Holding up a device, he says, “This is the new Arduino UNO Q—a US $50 device with a Qualcomm chipset. I’m running a language model here, which collects data from sensors and analyzes that data to detect tiny pools of water where mosquitoes might be breeding. It takes 3 watts to run it.”Support for Small-AI DevelopmentConvinced that millions of people are already benefiting from these kinds of applications, the World Bank now actively promotes small AI with grants, mentorship programs, financing, technical advice, and models of government policies that are friendly for small-AI development. For example, in Rwanda, the World Bank is backing a government program to help low-income households get devices that can run AI.All that said, no one claims that large language models are going away entirely. To create a generative AI that can run on a phone or other small device requires the architectural insights, data processing, and results of a larger model, Rovai says. “We need the big models to create these smaller models.” And for all that small AI can benefit people without access to big AI, the technology can’t solve the larger problems of development and digital inequality, Alonge says. Implementing small AI won’t allow nations to escape the challenge of creating an ecosystem to support AI: reliable power, a supply chain that works, and an educational system that develops the talents needed to create AI tools.Though his drug-scanning system can run for days on a phone with no connection, “you still want to be able to enable periodic syncing for updates with new signatures for the medications and analytics,” Alonge says. “And even when you are using batteries, reliable power is important. That phone battery is not going to last forever.”In many parts of the world, the future of small AI isn’t assured, he says. “It works, and many places will eventually need to use it. The question is whether or not the political actors are wise enough to invest in infrastructure to support it long term.”

Small-language-models Artificial-intelligence Llms
Vibrant China Survey: Chinese Companies Going Global Are No Longer Just Shipping Products

Vibrant China Survey: Chinese Companies Going Global Are No Longer Just Shipping Products

Chinese companies are increasingly transforming global markets by exporting comprehensive operating systems, with significant advancements seen in various sectors. Notably, XAG agricultural drones are revolutionizing farming practices across the United States, enhancing efficiency and productivity for American farmers. Meanwhile, TCL is making strides in the European electronics market with its innovative Mini LED TVs, which are gaining popularity among consumers for their superior display technology. Additionally, ADO e-bikes are fostering community engagement in Europe, providing sustainable transportation options that cater to the growing demand for eco-friendly mobility solutions. This trend reflects a broader strategy by Chinese firms to not only sell products but also integrate complete systems that address specific regional needs, thereby solidifying their presence in international markets.

Industry Market
$4.1 Billion Deal Shows Why Ferrari and Tesla Are Ditching Copper for a Substitute

$4.1 Billion Deal Shows Why Ferrari and Tesla Are Ditching Copper for a Substitute

$4.1 Billion Deal Shows Why Ferrari and Tesla Are Ditching Copper for a Substitute $4.1 Billion Deal Shows Why Ferrari and Tesla Are Ditching Copper for a Substitute Stjepan Kalinic Sun, July 5, 2026 at 8:31 AM PDT 6 min read RACE.MI TSLA Benzinga and Yahoo Finance LLC may earn commission or revenue on some items through the links below. Substitution is one of the fundamental economic forces. If a product goes up in price, consumers have a direct incentive to switch to a cheaper substitute. While branding power dictates some price flexibility, such calculations are more straightforward for fungible commodities. When copper costs about $15,000 a metric ton, manufacturers have every right to ask – does every wire really need to be copper? With data centers, grid upgrades and green-energy projects tightening supply, the answer from automakers is increasingly no. Aluminum, trading at $3,100 per ton, is being promoted wherever physics allows. Don't Miss: A single bad hire can set a startup back years. Here are the 5 hires founders most often misjudge — and why Still Learning the Market? These 50 Must-Know Terms Can Help You Catch Up Fast Driving Investment and Corporate Consolidation Aside from being much cheaper, the metal is lighter and good enough for many vehicle applications. The appeal to save on weight is just a bonus for range-anxious electric vehicles. Ferrari has used aluminum in bodies, engines, and chassis for years and has recently begun using aluminum power cables in the 296 hybrid and other models. The payoff can be meaningful: wiring weight savings of up to 20%. "We are not choosing aluminum because it's cheaper; we choose the material that has better performance," the firm's communications executive Dario Esposito said per Reuters. Market interest is driving asset transactions, as Alcoa Corp. has just signed a binding agreement to acquire most of South32 Ltd.'s aluminum value chain for $4.1 billion. These include assets in Australia, South Africa and Brazil, but not the Mozal operation in Mozambique. The largest domestic aluminum producer expects the transaction will generate about $900 million in synergies. JPMorgan estimates the aluminum substitution could affect about 2% of global copper demand this year, and potentially as much as 6% by 2030. Trending: Avoid the #1 Investing Mistake: How Your 'Safe' Holdings Could Be Costing You Big Time A Partial Substitute Still, aluminum is not copper with a discount sticker. It is less electrically conductive, meaning cables often must be thicker to carry the same current. Those properties create problems in tight spaces – shared by both data centers and automobiles. For high-performance systems and specialized applications, copper's efficiency still remains ahead. Story Continues Then, there are environmental and geopolitical complications. The final phase of aluminum production is energy-intensive, often generating a much larger carbon footprint than copper. Energy prices have squeezed domestic producers and closed smelters, while trade frictions, including U.S. tariffs, further complicate sourcing. Cable makers provide some guidance on the issue. Xavier Mathieu, VP of Nexans, the second-largest global cable manufacturer, said buyers typically start switching when copper costs about 3.5 times as much as aluminum. The current ratio exceeds 4.2. The math means aluminum will keep swallowing market share where weight and space permit, but copper's performance edge still means it is the hedge, not the heir. Photo by laowaika via Shutterstock Read Next:  Skip the Regrets: The Essential Retirement Tips Experts Wish Everyone Knew Earlier. Think you're saving enough for your kids? You might be dangerously off — see why Building Wealth Across More Than Just the Market Building a resilient portfolio means thinking beyond a single asset or market trend. Economic cycles shift, sectors rise and fall, and no one investment performs well in every environment. That's why many investors look to diversify with platforms that provide access to real estate, fixed-income opportunities, precious metals, and even self-directed retirement accounts. By spreading exposure across multiple asset classes, it becomes easier to manage risk, capture steady returns, and create long-term wealth that isn't tied to the fortunes of just one company or industry. Arrived Backed by Jeff Bezos, Arrived Homes makes real estate investing accessible with a low barrier to entry. Investors can buy fractional shares of single-family rentals and vacation homes starting with as little as $100. This allows everyday investors to diversify into real estate, collect rental income, and build long-term wealth without needing to manage properties directly. FarmTogether Farmland has historically held its value through market volatility and delivered returns uncorrelated to stocks and bonds. For accredited investors, FarmTogether offers direct access to high-quality U.S. farmland starting at $15,000 — fully ma

Chinese firm hits one million monthly micro SSD production milestone for edge computing

Chinese firm hits one million monthly micro SSD production milestone for edge computing

China’s Longsys has achieved a significant milestone by stabilizing its monthly production capacity at one million micro solid-state drives. This accomplishment comes as the company aims to meet the growing demand for advanced storage solutions in various sectors, including consumer electronics and data centers. The ramp-up in production reflects Longsys' commitment to innovation and efficiency in manufacturing, positioning itself as a key player in the competitive tech landscape. The company has implemented streamlined processes and advanced technologies to enhance its output, ensuring that it can cater to both domestic and international markets effectively. This development marks a crucial step for Longsys as it seeks to expand its footprint in the global semiconductor industry.

AI and Robotics
Agility Robotics plans to go public via SPAC in a $2.5B deal

Agility Robotics plans to go public via SPAC in a $2.5B deal

Agility Robotics, a humanoid robotics startup that originated from Oregon State University in 2015, is anticipating significant financial success with projected proceeds of $620 million. This forecast reflects the company’s growth and innovation in the robotics sector, highlighting its advancements in humanoid technology. The expected revenue underscores the increasing demand for robotics solutions across various industries, driven by a push for automation and enhanced efficiency. As the company continues to develop its products, it aims to solidify its position as a leader in the rapidly evolving field of robotics.

AI Robotics agility robotics In Brief spac merger
Krypton Evening News: Token prices drop to a few dollars; OpenAI may significantly reduce product prices; discounted train tickets for

Krypton Evening News: Token prices drop to a few dollars; OpenAI may significantly reduce product prices; discounted train tickets for

Christian Stein has been appointed as the new CEO of Renault Group Spain, effective July 1, succeeding Josep María Recasens, who is leaving the company for new career opportunities. Stein will also continue in his role as Chief Communications Officer and report to Renault Group CEO François Provost. In a significant shift, General Motors is considering abandoning the use of lithium iron phosphate (LFP) batteries for electric vehicles, despite plans to produce them by the end of 2027 at a joint factory in Tennessee. This decision comes as the company reassesses its battery technology strategy amidst a competitive market. Global prediction markets Polymarket and Kalshi have reported that contracts for the upcoming World Cup champion have surpassed $2 billion, potentially setting a new record for single-event prediction market transactions. In the tech sector, OpenAI is contemplating substantial price reductions for its products to compete with rival Anthropic, as rising costs for AI services have become a concern for executives. Meanwhile, J&T Express has responded to an investigation by China's State Post Bureau, emphasizing its commitment to cooperate fully and improve safety management practices in light of the inquiry. AliExpress, Alibaba's cross-border e-commerce platform, has launched official local delivery services in five countries, including the U.S. and Spain, aiming to enhance logistics efficiency for merchants. In product news, Insta360 has unveiled the Luna Ultra, the world's first 8K dual-camera gimbal, which sold out shortly after its launch on June 10. Lastly, Neura Robotics, a German robotics firm, has secured $1.4 billion in funding to accelerate its development of a leading physical AI platform, with backing from major investors like Amazon and NVIDIA.

Zhongqing Robotics Achieves Mass Production Capability for Humanoid Robots

Zhongqing Robotics Achieves Mass Production Capability for Humanoid Robots

Zhongqing Robotics has inaugurated its new manufacturing base in Shenzhen, a pivotal development that signifies the commencement of mass production for its T800 humanoid robots. This state-of-the-art facility combines research and manufacturing capabilities, allowing the company to produce thousands of units efficiently while adhering to stringent quality standards. The launch not only enhances Zhongqing's production capacity but also solidifies its position as a frontrunner in the humanoid robotics sector, effectively tackling prevalent challenges associated with scaling production.

Humanoid Robots Mass Production Smart Manufacturing Robotics Technology
How Melbourne’s AI and Data Center Flywheel Is Accelerating Research Innovation

How Melbourne’s AI and Data Center Flywheel Is Accelerating Research Innovation

Melbourne is solidifying its status as a global hub for artificial intelligence (AI) research and advanced engineering, driven by significant investments in infrastructure and a growing concentration of talent. The city, renowned for hosting major events like the Australian Open and Formula 1 Grand Prix, is now leveraging its organizational capabilities to support large-scale compute and data-intensive research. In February 2026, Monash University unveiled MAVERIC, Australia's largest university-based AI supercomputer, developed in collaboration with NVIDIA and Dell Technologies. This state-of-the-art facility is designed to enhance medical research, enabling Australian scientists to work with sensitive datasets securely. The supercomputer exemplifies Melbourne's commitment to fostering cross-disciplinary collaborations and advancing research in fields such as cancer detection and drug discovery. Melbourne's infrastructure is further bolstered by the expansion of data centers, including CDC Data Centres' new campus, which will provide over 800 megawatts of digital capacity essential for AI workloads. The city's strategic investments, including a AUD $2 billion AI infrastructure hub in Fishermans Bend, are positioning it as a national leader in high-performance AI. Moreover, Melbourne's selection to host international technology conferences, such as Data Center World Australia and The AI Summit Australia in September 2026, underscores its growing influence in the global AI landscape. These events facilitate knowledge transfer and collaboration among researchers, reinforcing Melbourne's role as a key player in the future of AI and data-driven research.

Australia Artificial-intelligence Research-centers Applied-ai Conferences
Anthro Energy partners with EnPower to develop lithium-ion cells in the U.S.

Anthro Energy partners with EnPower to develop lithium-ion cells in the U.S.

EnPower and Anthro Energy have announced a strategic partnership aimed at advancing lithium-ion cell development in the United States. This collaboration will leverage EnPower's expertise in electrode and pouch cell manufacturing alongside Anthro Energy's innovative Proteus electrolyte platform. By combining their respective technologies, the companies seek to enhance the performance and efficiency of lithium-ion batteries, addressing the growing demand for sustainable energy solutions. The partnership marks a significant step forward in the U.S. battery manufacturing landscape, reflecting a commitment to innovation and competitiveness in the energy sector.

Aerospace Batteries / Power Supplies Defense / Security Drones Maritime Mobility / Navigation
Neutralizing the Gigascale Problem: How to Solve the Physical Power Paradox of Extreme AI Training Loads

Neutralizing the Gigascale Problem: How to Solve the Physical Power Paradox of Extreme AI Training Loads

As the demand for AI workloads escalates, the data center industry is confronting significant challenges related to power stability. At Data Center World 2026 in Washington, D.C., Ampace and Eaton highlighted these issues during their session titled "Powering Giga-scale AI." They discussed how modern AI computing clusters, which rely on extensive GPU setups, create abrupt and high-frequency power fluctuations that can destabilize local grids. Traditional backup systems, such as diesel generators, struggle to respond to these rapid changes, leading to costly infrastructure oversizing. To address this "power paradox," Ampace is introducing its semi-solid-state battery technology, which acts as a high-speed stabilizer for power spikes, thereby enhancing the reliability of AI infrastructure. This innovation is designed to work in tandem with Eaton's advanced UPS systems, which prioritize rapid load responsiveness. By transforming energy storage from a passive backup into an active component, the collaboration aims to ensure continuous AI operations while minimizing the risk of grid stress. Ampace's approach not only enhances safety by reducing the risk of thermal runaway but also optimizes the total cost of ownership for AI data centers by allowing operators to right-size their infrastructure. As AI technology continues to evolve, Ampace is committed to developing solutions that align with future grid requirements and ensure the resilience of AI systems.

Batteries Power-electronics Data-centers Energy-storage Ai-infrastructure
HYFIX Announces $15M Seed Round to Build American-Made Chips Powering the Next Generation of Drones and Robots

HYFIX Announces $15M Seed Round to Build American-Made Chips Powering the Next Generation of Drones and Robots

A new integrated chip developed in the United States is set to revolutionize drone technology by replacing the previously fragmented electronics systems with a single, secure platform. This advancement aims to enhance the reliability and efficiency of drone operations, addressing growing concerns over security vulnerabilities in existing systems. The integrated chip is expected to streamline the manufacturing process and reduce costs, making advanced drone technology more accessible. The initiative reflects a broader trend in the tech industry towards consolidation and improved security measures, particularly in the defense sector. As drone usage continues to expand across various applications, from military operations to commercial deliveries, the implementation of this innovative chip could significantly impact the future of aerial technology.

Wi-Fi That Can Withstand a Nuclear Reactor

Wi-Fi That Can Withstand a Nuclear Reactor

Researchers at the Institute of Science Tokyo have developed a robust Wi-Fi receiver capable of functioning within the extreme conditions of a nuclear reactor, a breakthrough presented by graduate student Yasuto Narukiyo at the IEEE International Solid-State Circuits Conference in San Francisco this February. The receiver can withstand radiation doses of up to 500 kilograys, significantly exceeding the tolerance levels of typical electronics used in space. This innovation aims to enhance wireless communication for robots tasked with decommissioning nuclear reactors, a process that has become increasingly vital since the Fukushima Daiichi disaster in 2011. Currently, many robotic systems rely on cumbersome LAN cables, which can complicate operations in hazardous environments. With over 200 reactors expected to reach the end of their operational lives in the next two decades, the need for effective decommissioning solutions is pressing. To achieve radiation hardening, Narukiyo and his team modified the receiver's components, reduced the number of transistors, and adjusted their design to minimize vulnerability to radiation damage. They focused on optimizing the performance of PMOS and NMOS transistors, leading to a receiver that maintained comparable performance to standard Wi-Fi devices even after exposure to high radiation levels. Looking ahead, Narukiyo plans to enhance the receiver's capabilities and develop a transmitter for two-way communication, which presents additional challenges due to the high current requirements for Wi-Fi signal generation. The team is also investigating alternative semiconductor materials, such as diamond, to improve the transmitter's resilience.

Wi-fi Nuclear-reactors Isscc Decommissioning Industrial-robots Radiation-hardening
Doosan Robotics to Supply Large-Scale Manufacturing Robot Solutions to Kwangjin Group

Doosan Robotics to Supply Large-Scale Manufacturing Robot Solutions to Kwangjin Group

Doosan Robotics has entered into a strategic partnership with Kwangjin Group, a global automotive components manufacturer, to supply over 100 manufacturing robot solutions. The agreement was formalized on March 9 at Bundang Doosan Tower in Seongnam, South Korea, through a Memorandum of Understanding (MOU). This collaboration aims to enhance manufacturing process automation and improve quality competitiveness by integrating Doosan's robotic solutions into Kwangjin's production lines. Kwangjin Group, known for its automotive door system components, operates facilities in key markets including the United States, Mexico, India, and Vietnam, serving major clients such as General Motors, Ford, and Volkswagen. The partnership follows Kwangjin's successful implementation of Doosan's technologies in its riveting, assembly, and inspection processes, which resulted in a remarkable reduction of product defect rates to zero. The deployment of these robotic solutions, which can be integrated without altering existing factory layouts, is expected to enhance safety, precision, and productivity while minimizing quality variations. The two companies plan to further their collaboration by developing customized robot solutions for additional manufacturing processes and establishing a joint task force to optimize production environments. Inwon Park, CEO of Doosan Robotics, emphasized the trust in their solutions, particularly after achieving a zero-defect rate, which has solidified this expanded partnership. The collaboration is set to continue evolving, positioning both companies to lead in the global automation market while advancing manufacturing innovation.

New York Robotics Formally Launches Amid Surge In Robotics Investment, Demand, And Talent

New York Robotics Formally Launches Amid Surge In Robotics Investment, Demand, And Talent

New York has established itself as a burgeoning global hub for robotics, with 160 startups now operating throughout the Tri-State Area. This development positions the region among the world's leading robotics capitals, reflecting a significant growth in innovation and technology. The surge in startups is driven by a combination of factors, including access to top-tier universities, a diverse talent pool, and substantial investment in research and development. As these companies continue to emerge, they are expected to contribute to advancements in automation and artificial intelligence, further solidifying New York's status in the tech landscape. The rise of this sector is not only transforming the local economy but also attracting attention from investors and entrepreneurs worldwide, eager to tap into the region's dynamic ecosystem.

China’s Robot Fever Meets Reality: Beijing Warns of ‘Bubbles’ and ‘Repetitive’ Clones

China’s Robot Fever Meets Reality: Beijing Warns of ‘Bubbles’ and ‘Repetitive’ Clones

China's state planner has issued a warning regarding the proliferation of low-quality humanoid robot companies, which now number over 150 in the market. This surge has prompted concerns about redundancy and inefficiency within the industry. In response, Beijing is taking steps to enforce consolidation among these companies to streamline the sector and improve overall quality. New visual maps from Robotuo illustrate the extent of this boom, underscoring the government's motivation to regulate the market effectively. As the humanoid robotics landscape continues to evolve, these measures aim to foster a more sustainable and competitive environment.

China
Figure CEO Escalates Critique of Tele-op Demos, Details Split from OpenAI

Figure CEO Escalates Critique of Tele-op Demos, Details Split from OpenAI

In a recent interview, Brett Adcock, CEO of Figure, reaffirmed his company's commitment to an "autonomy-first" strategy, positioning it as a leader in robotics AI. Adcock criticized competitors' reliance on tele-operated demonstrations, labeling them as "deceiving" and emphasizing that Figure's technology surpasses that of former partner OpenAI. This statement highlights Figure's confidence in its innovative approach to robotics, aiming to establish a clear distinction in the rapidly evolving industry. Adcock's remarks come as the company seeks to solidify its market presence and showcase its advancements in autonomous technology.

Figure
Doosan Robotics Maximizes Synergy Through Integrated R&D Capabilities, Accelerating Technology and Product Innovation

Doosan Robotics Maximizes Synergy Through Integrated R&D Capabilities, Accelerating Technology and Product Innovation

Doosan Robotics has officially opened the Doosan Robotics Innovation Center on October 15, a state-of-the-art facility aimed at enhancing collaboration in robot research and development. Situated in Gumi-dong, Bundang-gu, Seongnam, Gyeonggi Province, the center spans approximately 6,600 square meters, making it the largest robotics research facility in South Korea. The center will house around 80 researchers, representing 40% of the company's workforce, who will work together to innovate intelligent robot solutions and humanoid technologies. This facility consolidates essential R&D resources, focusing on the development of core robot components, AI-based motion research, and quality testing. The center features rigorous testing areas where robots undergo extensive trials, including power cycling and movement tests, as well as temperature and humidity chambers to ensure reliability in extreme conditions. Specialized workspaces are also equipped to prioritize worker safety during tasks like sanding and welding. In a strategic move to enhance AI and software development, Doosan Robotics has appointed Oh Chang-hoon, former CTO of Toss Securities, as Executive Vice President. Oh's expertise in software architecture will support the advancement of intelligent robot solutions. CEO Keven Kim emphasized the company's commitment to becoming a leader in intelligent robotics, following their AI innovation declaration in April. The Innovation Center is expected to accelerate the development of new technologies, setting new industry standards in intelligent automation.

Agibot Expands Production, Targets Humanoid Robot Market with New Pudong Plant

Agibot Expands Production, Targets Humanoid Robot Market with New Pudong Plant

Agibot, a leading robotics manufacturer, has announced the expansion of its production capabilities with the opening of a new plant in Pudong, Shanghai. This facility is strategically aimed at tapping into the growing humanoid robot market. The inauguration of the plant is set for early November 2023, coinciding with the company's vision to enhance its technological advancements and meet increasing global demand for humanoid robots. The decision to establish the Pudong plant stems from Agibot's commitment to innovation and its goal to solidify its position as a key player in the robotics sector. By leveraging advanced manufacturing techniques and state-of-the-art technology, the company aims to streamline production processes and improve efficiency. With this expansion, Agibot plans to increase its workforce and collaborate with local tech firms to foster innovation in humanoid robotics. The new facility is expected to play a crucial role in the development of next-generation robots designed for various applications, including healthcare, customer service, and entertainment. This move not only reflects Agibot's growth strategy but also highlights the burgeoning interest in robotics as a solution to modern challenges.

Optimus Tesla Zhiyuan Robotics Genie Operator-1 Yuanzheng A2 Elon Musk
Drone food delivery orders rise in China during Spring Festival

Drone food delivery orders rise in China during Spring Festival

In Shenzhen, a growing number of food delivery orders are now being fulfilled by drones, as reported by state-owned media CCTV Finance. At Yitian Plaza, operator Luo Xikun and his team have streamlined the process, managing to pack, weigh, and swap batteries for drone deliveries in under two minutes. This innovative approach aims to enhance delivery efficiency and meet the increasing demand for quick service in urban areas. The use of drones represents a significant advancement in logistics, allowing for faster and more reliable food delivery options in the bustling city.

News Feed
Can America Build a Fully Domestic Drone? Lithium Discovery Moves the Needle

Can America Build a Fully Domestic Drone? Lithium Discovery Moves the Needle

A recent study by the U.S. Geological Survey has revealed that lithium deposits located in the eastern United States have the potential to satisfy domestic demand for generations, particularly in the energy and electric vehicle sectors. This finding underscores the importance of developing a robust domestic lithium supply chain, which is crucial for advancing technologies such as electric vehicles and drones. However, despite this promising discovery, significant gaps remain in the overall battery supply chain, raising concerns about the ability to fully capitalize on these resources. The implications of this study could influence future policies and investments aimed at bolstering the U.S. lithium industry and enhancing energy independence.

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RobotToday Initiative

Robotics needs a service framework.

RSF defines a common language for robot service capability, lifecycle operations, certification pathways, and service-provider networks.