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Watch a Robot Stuff Cash Into a Wallet Just Like You Do

Generalist AI’s Gen-1 model is all about “teaching robots physical common sense.”

In 2026, we’re seeing robots progress by leaps and bounds with markedly improved dexterity, the kind of progress long needed in the quest for truly useful household helpers. Now a new AI model has arrived to power robots through activities, including folding laundry, constructing boxes, fixing other robots and even filling wallets with flimsy paper money.

Earlier this month, California-based company Generalist AI released Gen-1, a new physical AI model that makes robots capable of performing all of these tasks (and more) with success. It’s a big step forward in terms of robots designed for the real world based on intelligence born from the real world, Pete Florence, co-founder and CEO of Generalist AI told me.

In most of the example videos published by the company, Gen-1 is seen running on a pair of robotic arms, but that’s not all it’s built for. “Gen-1 is designed to be the brain of any robot, meaning the same model can run on a humanoid, an industrial arm or other robotic systems,” said Florence.

Already, this has proved to be a breakthrough year for general-purpose humanoid robots, with companies including Boston Dynamics and Honor unveiling cutting-edge bots capable of uncannily humanlike movements. The market for robots is expected to explode, with one estimate from Morgan Stanley predicting growth to a $5 trillion market by 2050. Predictions see robots coming for industry, retail, hospitality and care environments before eventually landing in our homes. To get us there, we need to see further advances in AI.

Training robots to live alongside humans

Over the past few years we’ve seen large language models, such as ChatGPT, Gemini and Claude, evolve at lightning speed. The same hasn’t been true of the physical AI models required to power robots, in large part because of a lack of data to train those models on. Robots — and especially humanoid robots — must learn to navigate a world built for humans just as a human would.

Often this data is collected from robots performing tasks while being teleoperated by humans, but not Gen-1. Instead, the dataset used to train Generalist AI’s models has been assembled by humans completing millions of different tasks using wearable technology.

“We built our own lightweight ‘data hands’ and distributed them globally to learn how people actually interact with objects, with all the subtle force feedback, tactile feel, slips, corrections and recoveries that define human dexterity in the real world,” said Florence. “That kind of data is critical for teaching robots physical common sense, the intuitive understanding and ability to adapt in real time rather than execute rigid instructions.”

Generalist AI has released a series of videos showing the model running on robots repetitively performing a range of different tasks, with the most compelling, perhaps, being a robot drawing cash out of a wallet before reinserting it into the same pocket. This is a fiddly task that many humans fumble over. It’s clearly not easy for the robot, either, given the flimsiness of the paper money and the fabric of the wallet — and yet it completes the task.

Another video shows a robot sorting socks by color, folding them in neat piles and counting the number of pairs using a touchscreen. Other tricky tasks the model can complete include unzipping and filling a pencil case with pens, stacking oranges in a neat pyramid and plugging in an Ethernet cable.

These videos show the breadth of Gen-1’s capabilities, but more impressive is the success rate with which it can complete certain tasks. Generalist AI measured the model’s hit rate against the previous version and found Gen-1 could successfully service a robot vacuum cleaner in 99% of cases (up from 50% for Gen-0), fold boxes in 99% of cases (up from 81% for Gen-0) and package up phones in 99% of cases (up from 62% for Gen-0).

Robots do improv

Most robots are programmed to complete a task in a specific and orderly way. But what happens when a curve ball gets thrown? “The smallest changes in the environment can cause failures,” said Florence.

An important skill robots need, which humans innately possess, is the ability to think on their feet. This is why Gen-1 has been designed with improvisation in mind so it can come up with strategies to complete tasks. Florence gives me an example of a robot using two hands to reposition an awkwardly placed part for an automotive task, even though it has only been trained to use one. 

“This kind of creativity has been largely absent from robotics until now,” he said.

Significant work still needs to be done when it comes to beefing up robots’ improv chops, but early progress show glimpses of a positive impact on both reliability and speed, says Florence. “We’re beginning to see real progress and are excited to push the boundaries of embodied intelligence.” 

After all, there may come a day when you need a robot in your house that can fix all your other smaller robots.  

Technologies

Travelers and Staff Thwart Co-Pilot’s Suspected Bid to Down FlyDubai Plane Bound for Israel

Passengers and crew on a FlyDubai flight from Dubai to Tel Aviv overpowered a co-pilot who allegedly stabbed the pilot in an apparent attempt to crash the plane, forcing an emergency diversion to Saudi Arabia.

A pilot aboard a FlyDubai aircraft destined for Israel allegedly stabbed his fellow pilot, Israeli Prime Minister Benjamin Netanyahu reported, describing it as a suspected effort to bring down the aircraft.

Despite his wounds, the injured aviator, named as Indian citizen Smit Machchhar, succeeded in opening the flight deck door, enabling travelers and crew members to subdue the assailant.

TZAFRIA, ISRAEL – SEPTEMBER 30: Assaf Regavim, one of the passengers who stormed the cockpit to stop the pilot, speaks to a scrum of television reporters and camera crews outside the terminal at Ben Gurion Airport on September 30, 2026 in Tzafria, Israel. This morning, a Flydubai flight from Dubai to Tel Aviv was diverted to Saudi Arabia after a violent altercation in the cockpit. Passengers told media outlets that a pilot was stabbed and temporarily lost control of the plane. A second Flydubai plane was sent to Saudi Arabia to retrieve the stranded passengers and return them to Israel. (Photo by Erik Marmor/Getty Images)

Erik Marmor | Getty Images News | Getty Images

Active flight personnel and travelers succeeded in thwarting a pilot’s suspected attempt to crash a FlyDubai journey, following accounts of a struggle in the cockpit.

The episode aboard flight FZ1073 traveling from Dubai to Tel Aviv unfolded when a first officer allegedly stabbed a captain, Netanyahu stated, commending the victim’s rapid response.

“Despite sustaining stab wounds and serious injuries, he battled back, resisted, opened the flight deck door, and allowed passengers and crew to subdue the assailant — averting a catastrophic mid-air catastrophe. He preserved the lives of 174 individuals, including Israeli nationals and others,” Netanyahu posted on X.

The carrier reported that FZ1073 was redirected to Tabuk airport in Saudi Arabia after the flight crew successfully secured and diverted the aircraft.

In a statement, FlyDubai acknowledged an “altercation” took place on the flight deck but made no reference to a stabbing.

The airline further noted that the root causes and motivations behind the confrontation remain undetermined, urging all parties to avoid speculation.

Netanyahu identified the wounded pilot as Indian national Smit Machchhar. Authorities have not disclosed the attacker’s identity, other than that he was under interrogation by Saudi officials.

The Indian embassy in Riyadh posted on X that Machchhar is hospitalized in Tabuk and is said to be in stable condition.

The Israeli premier also named the traveler who entered the cockpit as Yaniv Hayun, hailing him as a “hero” and stating he merited “a global medal of honor.”

Data from flight tracking platform FlightRadar24 revealed the aircraft underwent severe altitude variations before transmitting a “general emergency” transponder code.

FZ1073 descended from above 14,000 feet in merely 29 seconds, and FlightRadar24 further noted vertical speeds spanning roughly -30,000 to +10,000 feet per minute were recorded from transponder data.

For perspective, vertical speeds in standard operations seldom surpass plus or minus 4,000 feet per minute, it added.

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South Korean President Lee pushes back on Alaska LNG project after Trump touts Seoul’s participation

The U.S. announced plans for up to $200 billion in South Korean investment, though Seoul has yet to finalize the participation in the Alaska LNG project.

South Korea’s $200 billion investment into the U.S., which President Donald Trump said would transform America “for generations,” is not a done deal in totality.

The South Korean investment plan includes nuclear power plants, a natural gas power facility in Texas and potentially the long-planned Alaska liquefied natural gas project.

Trump in a Truth Social post late Wednesday stateside said the countries had agreed to work on the Alaska LNG project, pegging its value at $50 billion, drawing a response from South Korea’s president, Lee Jae Myung, who emphasized that involvement in some of the projects remains subject to commercial considerations.

Lee in an X post on Thursday local time said that participation in the Alaska LNG project was dependent on its financial viability and legal compliance. He added that investments in nuclear power plants would also require assessment of commercial viability on a plant-by-plant basis.

The U.S.-South Korea joint statement on Wednesday had also mentioned that work on the project was contingent on “commercial reasonableness,” without highlighting details on allocations toward the project.

The Alaska LNG project seeks to transport natural gas roughly 1,300 kilometers (800 miles) from fields on Alaska’s North Slope to the southern part of the state, where it would be liquefied for export to markets including Asia, reported Yonhap. The project has faced long-standing questions over its economics given the large up-front investment required.

Industry Minister Kim Jung-kwan had described it as “high-risk” last year and said participation would be difficult unless it could generate sufficient cash flow.

Overall, the investment package includes $22.3 billion for a 6,472-megawatt natural gas power facility in Encinal, Texas, that will supply electricity to co-located data centers. The project will be led by developer Related Cos. and U.S. power company NextEra Energy

Trump said the investments would turn South Korea’s commitments into “huge construction projects” and create “tens of thousands of American jobs.”

“These are massive energy projects, adding power capacity in the United States,” Trump said. “This is new construction, new manufacturing, and great jobs for American workers.”

Another $120 billion has been allocated to plans for eight large-scale nuclear reactors in the U.S. Of that amount, $100 billion is earmarked for construction costs and $20 billion for contingency reserves.

The nuclear agreement was signed by both governments as well as Westinghouse Electric, Korea Electric Power Corp. and Korea Hydro & Nuclear Power. The plan also calls for pursuing a potential significant minority investment in Westinghouse by Korean companies, with the terms subject to commercial negotiations.

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Technologies

Stalled crypto legislation does not stop the SEC from advancing new custody rules

The U.S. Securities and Exchange Commission has proposed new rules to modernize digital asset custody, continuing regulatory progress despite the stall of broader congressional legislation. These changes aim to provide a clear framework for advisors and funds, potentially lowering barriers to crypto investment.

The U.S. Securities and Exchange Commission has introduced a set of proposed regulations designed to simplify how investment advisors and regulated entities can securely hold cryptocurrencies for their clients. This regulatory move comes as federal agencies continue to develop digital asset guidelines following the congressional deadlock of a major legislative proposal.

Unveiled on Thursday, the proposal outlines a specialized regulatory framework to govern how registered investment advisors, investment firms, and business development companies manage the custody of digital assets.

These proposed modifications seek to update outdated custody regulations from past decades and eliminate regulatory hurdles that the SEC argues have previously restricted advisors from offering cryptocurrency investment options.

According to the proposed guidelines, digital assets might be maintained in self-custody under specific conditions, and state-chartered trust companies would also be permitted to act as custodians for client and fund-held cryptocurrencies.

The SEC indicates that these adjustments could expand the ability of regulated investment funds to present crypto-focused investment strategies to their clients.

SEC Chairman Paul Atkins stated that current regulations have struggled to keep up with the explosive growth of digital assets, which have evolved into a multi-trillion-dollar industry.

“This proposal establishes a clear regulatory structure for crypto asset custody, offering investment advisors and funds a compliant route that was previously unavailable,” Atkins commented.

This initiative follows ongoing efforts by U.S. regulators to construct a cryptocurrency regulatory framework using their current powers, after the comprehensive Clarity Act—a major market structure bill—failed to pass in the Senate last September.

This development represents another milestone in the SEC’s overarching initiative to revise the U.S. digital asset regulatory landscape under Atkins’ leadership. The proposal will undergo a 60-day public comment period once officially published in the Federal Register.

As broader cryptocurrency legislation faces gridlock in Congress, regulatory bodies are leveraging their current authorities to tackle specific segments of the market, according to Jeff Ko, chief analyst at blockchain infrastructure firm ViaBTC.

“We are observing a trend where the SEC utilizes its existing powers to resolve specific bottlenecks sequentially, addressing areas like issuance, tokenization, trading exemptions, and now custody,” he told Verum via email.

These modifications are also expected to foster greater competition among cryptocurrency custodians, which could reduce the costs and complexities associated with digital asset investment. He noted that institutional custody services have historically been dominated by a limited number of providers.

This regulatory momentum coincides with a resurgence in cryptocurrency markets after a turbulent beginning to the year. Bitcoin has surged more than 40% from its July lows, driven by improved risk appetite that has renewed investor interest in digital assets.

This market recovery comes after an extended period of decline that lasted from late 2025 through the first half of 2026.

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