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Combination showing Former FTX CEO, Sam Bankman-Fried (L) and Zhao Changpeng (R), founder and chief executive officer of Binance.

Mike Segar | Reuters | Benjamin Girette | Bloomberg | Getty Images

An arch rivalry between one-time crypto titans was brought to a close at a federal courthouse in Seattle on Tuesday when Binance founder Changpeng Zhao was handed a sentence of four months in prison. A month earlier, on the opposite coast in downtown Manhattan, FTX’s Sam Bankman-Fried received a 25-year prison sentence for his crimes.

It seemed an underwhelming and somewhat anti-climactic finish to a protracted battle between Zhao and Bankman-Fried, two men who were legendary adversaries, as well as key stewards of the $2.2 trillion crypto sector.

For years, Binance’s Zhao and FTX’s Bankman-Fried preached the power of decentralized, digital currencies to the masses. Both were bitcoin billionaires who drove Toyotas, ran their own global cryptocurrency exchanges and spent much of their professional career selling the public on a new, tech-powered world order; one where an alternative financial system comprised of borderless virtual coins would liberate the oppressed by eliminating middlemen like banks and the overreach of the government.

Ultimately, both also helped crypto critics and regulators make the case that the skeptics had been right all along — the industry was rife with grifters and fraudsters intent on using new tech to carry out age-old crimes.

Bankman-Fried, 32, was convicted of seven criminal counts in early November, including charges related to stealing billions of dollars from FTX’s customers. Less than three weeks after Bankman-Fried’s conviction, 47-year-old Zhao pleaded guilty to criminal charges and stepped down as Binance’s CEO as part of a $4.3 billion settlement with the Department of Justice.

Yet, much else about the pair is starkly at odds — perhaps most notably, the 296-month difference in their respective prison sentences.

“Comparing CZ and SBF, both figures emerged as prominent in the cryptocurrency sector but under vastly different circumstances,” said Braden Perry, a former senior trial lawyer for the CFTC.

“The nature of their alleged crimes reflects different aspects of the ‘dark’ and illicit corners of crypto: CZ’s case seems to focus on regulatory and compliance failures, while SBF’s case hinges on direct financial misconduct and deception,” Perry said.

Indeed, the disparate consequences for the two former crypto CEOs lay bare that the pair was, in the end, nothing alike in business or in personal dealings.

Sam Bankman-Fried faces up to 50 years in prison at sentencing hearing

A tale of two bitcoin billionaires

It was the small things — the type of details that you don’t notice at first and are often difficult to articulate the significance of once you do — that betrayed the more notable differences between the two former CEOs.

Take Manfred, a worn stuffed animal that Bankman-Fried has carried around the world with him since birth, from California, to Hong Kong, to the Bahamas, and then back home to Palo Alto, where the FTX founder lived under house arrest until he was remanded to custody for tampering with witnesses.

The 32-year-old toy, which has lost much of its shape and identifying features, sat on the bed of his sparsely decorated room in his parents’ house on Stanford University’s campus in his final days before incarceration. It was a harmless prop at first glance, more a charming nod to an adolescent spirit than the sort of window into Bankman-Fried’s inner psyche that some of those who knew him would later attempt to turn it into.

Two of Bankman-Fried’s former colleagues and friends took turns at speculating on its meaning. One thought that SBF kept the stuffed animal close because “he doesn’t need to share Manfred with anyone,” according to reporting from “Going Infinite,” the Michael Lewis book that profiled Bankman-Fried. Another guessed, “I think it is very, very important for him to have an emotional attachment.”

Lewis himself writes that “Sam didn’t care about real animals” and that it had, in fact, been “an expected value calculation, rather than emotion, that had led him to go vegan.”

Bankman-Fried did have a history of intimacy issues. Part of it, according to his family, friends, work colleagues, criminal defense attorneys, and even Bankman-Fried himself, had to do with his inability to feel much of anything, for anyone, including romantic love interests.

FTX founder Sam Bankman-Fried leaves the U.S. courthouse in New York City on July 26, 2023.

Amr Alfiky | Reuters

His lawyers described him as often struggling socially, disclosing that in high school, Bankman-Fried “realized he was anhedonic, or unable to experience joy or pleasure.”

“As Sam describes it, he experiences negative emotions in ways that are not very different from many other people — neither much more extreme, nor much less negative. But he does not feel pleasure, or happiness, or joy, even when something very good happens to him,” a court filing in SBF’s criminal court docket reads.

Lawyers for Bankman-Fried added that it was not a disease or condition to be “cured,” but instead, “a fundamental aspect” of his identity. Lewis relayed an exchange with SBF in which Bankman-Fried said that smiling was the biggest thing that he “most weirdly” couldn’t do.

Bankman-Fried never married, has no children, and according to Lewis, moved himself and his company headquarters to the opposite side of the planet, twice, partly to avoid committing to his ex-girlfriend, ex-colleague, and the prosecution’s star witness against him: Alameda CEO Caroline Ellison.

The government’s case against him — which resulted in a unanimous guilty verdict in just a few hours despite it being a complicated month-long trial involving hundreds of exhibits and nearly 20 witnesses — was largely built upon the testimony of the people who knew Bankman-Fried best. The list included his former C-suite, ex-roommates, and ex-best friends going back to high school.

And so, Manfred took on new meaning, and began to embody much of what appeared to onlookers as a very lonely existence, in which the people closest to Bankman-Fried were the ones to seal his fate behind bars.

While Bankman-Friend’s parents were staunch defenders of their son in court, CZ, by contrast, had many who know him best leap to his defense. Zhao’s wife, his current lover, two of his five children, and dozens of Binance employees all penned the judge to plead for mercy in sentencing.

“I am a partner in the work of Changpeng Zhao (abbreviated CZ) and I am also the mother of his three children,” reads a note submitted by Yi He, a co-founder of Binance and Zhao’s current romantic partner. “Although the mainstream media tries to portray CZ as an evil bad actor, millions of community users and ordinary people regard him as a hero of the industry, because CZ has always insisted on justice.”

Changpeng Zhao, former CEO of Binance, arrives at federal court in Seattle, Washington, April 30, 2024.

David Ryder | Bloomberg | Getty Images

Zhao’s wife, Weiqing “Winnie” Yang called him a “self-made man” who “has never owed money to others and has not had any liabilities.” Yang added that Zhao has “taken the greatest care” of her and their shared children. Their daughter, Rachel Zhao, implored the judge “to consider her father’s positive attributes; to not define my father’s character solely through this one incident and consider the entirety of his character,” emphasizing that he was “the best father.”

Differences between the pair also showed up in the way they presented themselves.

Whereas Zhao maintained a military-style buzzcut, Bankman-Fried was known for his iconic and unwieldy mop of curls. CZ bought clothes on Amazon, but his look and demeanor were buttoned-up. SBF, who similarly opted for simple dress (usually a loose T-shirt and cargo shorts), appeared perpetually disheveled, whatever the occasion. At the beginning of his trial, SBF sported a fresh haircut and wore suits, but by its end, his curls were wild again. Zhao wore a fitted navy suit and light blue tie at his sentencing, versus the beige jailhouse jumpsuit donned by Bankman-Fried. 

But perhaps the greatest distinction between the two relates to the command they held over those around them.

Zhao had an air of the consummate professional, with a strong appetite for total control of his sprawling enterprise. Bankman-Fried, who takes medication for the neuro-developmental disorder attention-deficit/hyperactivity disorder, sought a similar level of control, but admitted on the stand that mistakes were made, in part, because he was overwhelmed. Bankman-Fried’s psychiatrist unequivocally made clear to the judge that without prescribed medication, Bankman-Fried would experience a return of his symptoms and be “severely negatively impacted in his ability to assist in his own defense.”

Reuters reporting found that even as CZ’s crypto exchange diversified its hiring into traditional finance and regulatory talent pools, “Zhao’s tight control over his company was undiminished.” Binance set up more than 70 entities, and according to Reuters, Zhao personally controlled most of them.

Cryptocurrency exchange Binance founder and CEO Changpeng Zhao speaks at a Binance fifth anniversary event in Paris, France, July 8, 2022. 

Staff | Reuters

Prosecutors similarly proved through testimony and evidentiary exhibits their narrative of Bankman-Fried quietly continuing to call the shots at his crypto hedge fund, Alameda Research. They showed that his decision-making power over the $32 billion crypto empire he built was absolute, and that all wrongdoing stemmed from decisions touched, or directly made by, Bankman-Fried himself. But unlike CZ, Bankman-Fried oversaw an organization with chaotic and falsified bookkeeping that ultimately led to the implosion of the companies he founded and the theft of billions of dollars of customer money.

And then there was the way that each looked to craft their public persona.

CZ was big on privacy. The letters submitted by his romantic partners and children were a rare inside look at Zhao’s personal dealings. And rather than take to mainstream media to share his defense, CZ clammed up and cooperated with the feds.

Shirking the advice of all counsel, Bankman-Fried went on a media blitz to talk about the implosion of his crypto empire. Many of those statements ultimately appeared in the government’s successful trial against him in October and November 2023.

“SBF resolutely did not settle, violated his bail conditions, spoke frequently to the press in his own favor and seemed to lack a display of genuine, heartfelt remorse even at his own sentencing,” said Yesha Yadav, law professor and associate dean at Vanderbilt University.

“Part of CZ’s deliberations in settling with Justice in November may have been precisely to make this point – that his conduct stands profoundly in contrast to the brazen behavior of SBF,” Yadav added.

The power of saying you’re sorry

In Seattle, Zhao’s sentencing was a relatively quiet affair, with a vibe that was more muted than the circus surrounding Bankman-Fried’s time in court.

“This proceeding looked and felt like the prosecution of a Wall Street executive,” said Mark Bini, a former state and federal prosecutor.

Zhao also expressed his remorse, accepting responsibility for his crimes and telling the judge he was sorry for his actions. It stood in stark contrast to Bankman-Fried’s final appeal to the judge, which lacked any sort of real admission of guilt.

Judge Lewis Kaplan, who sentenced Bankman-Fried to 25 years in prison, noted during his sentencing hearing that he had never heard “a word of remorse for the commission of terrible crimes” from Bankman-Fried and that in his 30 years on the federal bench, he had “never seen a performance” like SBF’s trial testimony.

If Bankman-Fried was not “outright lying” during cross-examination by prosecutors, he was “evasive,” Kaplan said.

Instead of accepting responsibility, Bankman-Fried pushed his case to trial where he lied and perjured himself and was convicted by overwhelming evidence,” former federal prosecutor Neama Rahmani told CNBC.

To be sure, the Zhao and Bankman-Fried cases are very different.

While much of Bankman-Fried’s empire was a mirage, Zhao’s operation was laced with questionable business tactics under the hood.

Bankman-Fried and other leaders at FTX took billions of dollars in customer money. In fact, during the criminal trial of Bankman-Fried, both the prosecution and defense agreed that $10 billion in customer money that was sitting in FTX’s crypto exchange went missing, with some of it going toward payments for real estate, recalled loans, venture investments and political donations. They also agreed that Bankman-Fried was the one calling the shots.

The key question for jurors was one of intent: Did Bankman-Fried knowingly commit fraud in directing those payouts with FTX customer cash, or did he simply make some mistakes along the way? Jurors decided within a few hours of deliberation that he had knowingly committed fraud on a mass scale.

Sam Bankman-Fried's family on sentencing: We are heartbroken and will continue to fight for our son

The government’s beef with Zhao and Binance was different.

Perry said that the connection with foreign crime, including money laundering and breaching international financial sanctions, was key to Binance’s undoing. There was, however, no pursuit of criminal fraud of its customers’ money — a key distinction from the case of Bankman-Fried.

Instead, three criminal charges were brought against the exchange, including conducting an unlicensed money-transmitting business, violating the International Emergency Economic Powers Act, and conspiracy. Binance agreed to forfeit $2.5 billion to the government, as well as to pay a fine of $1.8 billion, for crimes which included allowing illicit actors to make more than 100,000 transactions that supported activities such as terrorism and illegal narcotics.

Zhao and others were also charged with violating the Bank Secrecy Act by failing to implement an effective anti-money-laundering program and for willfully violating U.S. economic sanctions “in a deliberate and calculated effort to profit from the U.S. market without implementing controls required by U.S. law,” according to the Justice Department. The DOJ is recommending that the court impose a $50 million fine on Zhao.

Zhao turned a blind eye to money laundering, explains Rahmani, but he pleaded guilty and accepted responsibility for his actions. Bankman-Fried, on the other hand, stole money from clients and used them for lavish personal expenses.

That’s why Bankman-Fried received a significantly longer prison sentence than Zhao,” Rahmani said.

Los Angeles corporate law attorney Tre Lovell said that, unlike Bankman-Fried, who was convicted of fraud, Zhao hasn’t been charged with fraud or other crimes deserving of a longer sentence.

“In addition, his letter to the judge does reflect remorse, discusses his making of poor decisions, and indicates that the Binance platform has instituted strict anti-money laundering controls at his direction,” Lovell said.

“SBF’s case involved allegations of fraud and misuse of customer funds, which are typically viewed as more directly deceitful and financially damaging to a broader array of individuals than compliance failures (like inadequate AML programs),” Perry said. Compliance failures, while serious, might be seen as a failure of oversight rather than active malfeasance, according to Perry.

“Fraudulent actions directly undermine trust and suggest intentional wrongdoing, which can lead to harsher public and judicial responses,” he added.

Bitcoin sinks to its lowest level since February to start May: CNBC Crypto World

Money makes all the difference

Unlike SBF, CZ didn’t have his wealth wiped out by bankruptcy of the crypto company he founded. And as he cooperated with the government and pleaded guilty, his assets weren’t seized.

Despite the fact that Zhao is being put behind bars, his controlling stake in Binance means that he will continue being one of the wealthiest people in crypto today. Zhao is widely reported to have an estimated 90% stake in Binance, and his fortune is largely derived from his equity ownership in the company.

Binance is by far the world’s largest cryptocurrency exchange by trading volume, processing $18.1 trillion worth of trading volume in 2023, according to data from crypto market data firm CCData. And even though Binance has seen its market share drop to 41.6% since Zhao stepped down as CEO in November 2023, the company remains the dominant player overall — leagues ahead of South Korean exchange Upbit, Dubai-headquartered Bybit, and U.S. giant Coinbase.

While Binance has been convicted of extremely serious charges, it still remains a lucrative operation, according to Yadav. Binance is profitable and solvent, meaning that it has a hefty war chest to settle fines.

FTX, on the other hand, remains in bankruptcy court in Delaware.

“FTX has been revealed to have been a criminal enterprise that is now headed into liquidation owing to its assessed inability to salvage any brand and use value,” Yadav said.

Binance founder Changpeng Zhao will be going to jail, says CFTC Chair Rostin Behnam

Notably, because Zhao pleaded guilty to only one count of violation of the U.S. Bank Secrecy Act (BSA), he is regarded as a first-time offender and thus reached a settlement with federal authorities to step down as CEO and not relinquish his interest in the company or have assets frozen.

“Typically, personal assets that are not directly linked to the criminal activity might remain unaffected,” Perry said. “His assets could also be managed on his behalf while he is incarcerated.”

That’s a different situation from Sam Bankman-Fried, who saw his wealth reduced to zero after his crypto empire collapsed into bankruptcy in 2022.

“In relation to CZ’s personal wealth … he would still be able to retain his share in Binance, as well as maintain his crypto holdings which also contribute an unknown, yet material, amount to his overall wealth and net worth,” Joshua de Vos, research lead at CCData, told CNBC via email. “Since there is no misappropriation or bankruptcy proceedings, it is highly unlikely that CZ would see his wealth reduced to zero as was the case with SBF,” de Vos said.

As for what’s next, new FTX CEO John Ray III and his team of restructuring advisors continue their effort to claw back cash, luxury property, and crypto, to try to make customers whole. Bankman-Fried, meanwhile, is appealing the verdict.

Zhao said in a court filing that his future ambition lies in bringing blockchain tech to biotech startups.

Binance isn’t out of the woods yet. The Securities and Exchange Commission was notably absent from the exchange’s $4.3 billion settlement with the U.S. government. Meanwhile, two of its employees remain in jail in Nigeria awaiting trial for alleged crimes committed by the exchange.

CNBC’s Ryan Browne contributed to this report.

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Huawei ‘has got China covered’ if the U.S. doesn’t participate, Nvidia CEO tells CNBC

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Huawei 'has got China covered' if the U.S. doesn't participate, Nvidia CEO tells CNBC

If all the AI developers are in China, the China stack is going to win, Nvidia CEO tells CNBC

If the U.S. continues to impose AI semiconductor restrictions on China, then chipmaker Huawei will take advantage of its position in the world’s second-largest economy, Nvidia CEO Jensen Huang told CNBC Thursday.

“Our technology is a generation ahead of theirs,” Huang told CNBC at the sidelines of the Viva Technology conference in Paris.

However, he warned that: “If the United States doesn’t want to partake, participate in China, Huawei has got China covered, and Huawei has got everybody else covered.”

In the face of U.S. export curbs that restrict Chinese firms from buying advanced semiconductors used in the development of AI, Beijing has focused on nurturing domestic firms such as Huawei in a bid to build its own AI chip ecosystem.

Huawei CEO Ren Zhengfei this week told the People’s Daily Newspaper of the governing Communist party that Huawei’s single chip is still behind the U.S. by a generation.

“The United States has exaggerated Huawei’s achievements. Huawei is not that great. We have to work hard to reach their evaluation,” Ren said in comments reported by Reuters.

This is a developing news story and will be updated shortly.

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Nvidia’s first GPU was made in France — Macron wants the country to produce cutting edge chips again

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Nvidia's first GPU was made in France — Macron wants the country to produce cutting edge chips again

Jensen Huang, co-founder and chief executive officer of Nvidia Corp., left, and Emmanuel Macron, France’s president at the 2025 VivaTech conference in Paris, France, on Wednesday, June 11, 2025.

Nathan Laine | Bloomberg | Getty Images

French President Emmanuel Macron on Wednesday made a pitch for his country to manufacture the most advanced chips in the world, in a bid to position itself as a critical tech hub in Europe.

The comments come as European tech companies and countries are reassessing their reliance on foreign technology firms for critical technology and infrastructure.

Chipmaking in particular arose as a topic after Nvidia CEO Jensen Huang, who was doing a panel talk alongside Macron and Mistral AI CEO Arthur Mensch, said on Wednesday that the company’s first graphics processing unit (GPU) was manufactured in France by SGS Thomson Microelectronics, now known as STMicroelectronics.

Yet STMicroelectronics is currently not at the leading edge of semiconductor manufacturing. Most of the chips it makes are for industries like the automotive one, which don’t required the most cutting-edge semiconductors.

Macron nevertheless laid his ambition out for France to be able to manufacture semiconductors in the range of 2 nanometers to 10 nanometers.

“If we want to consolidate our industry, we have now to get more and more of the chips at the right scale,” Macron said on Wednesday.

The smaller the nanometer number, the more transistors that can be fit into a chip, leading to a more powerful semiconductor. Apple’s latest iPhone chips, for instance, are based on 3 nanometer technology.

Very few companies are able to manufacture chips at this level and on a large scale, with Samsung and Nvidia provider Taiwan Semiconductor Manufacturing Co. (TSMC) leading the pack.

If France wants to produce these cutting-edge chips, it will likely need TSMC or Samsung to build a factory locally — something that has been happening in the U.S. TSMC has now committed billions of dollars to build more factories Stateside.

Macron touted a deal between Thales, Radiall and Taiwan’s Foxconn, which are exploring setting up a semiconductor assembly and test facility in France.

“I want to convince them to make the manufacturing in France,” Macron said during VivaTech — one of France’s biggest tech events — on the same day Nvidia’s Huang announced a slew of deals to build more artificial intelligence infrastructure in Europe.

One key partnership announced by Huang is between Nvidia and French AI model firm Mistral to build a so-called “AI cloud.”

France has looked to build out its AI infrastructure and Macron in February said that the country’s AI sector would receive 109 billion euros ($125.6 billion) in private investments in the coming years. Macron touted the Nvidia and Mistral deal as an extension of France’s AI buildout.

“We are deepening them [investments] and we are accelerating. And what Mistral AI and Nvidia announced this morning is a game-changer as well,” Macron told CNBC on Wednesday.

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China’s racing to build its AI chip ecosystem as U.S. curbs bite. Here’s how its supply chain stacks up

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China's racing to build its AI chip ecosystem as U.S. curbs bite. Here's how its supply chain stacks up

Chip engineer handling a wafer.

Sinology | Moment | Getty Images

With the U.S. restricting China from buying advanced semiconductors used in artificial intelligence development, Beijing is placing hopes on domestic alternatives such as Huawei. 

The task has been made more challenging by the fact that U.S. curbs not only inhibit China’s access to the world’s most advanced chips, but also restrict availing technology vital for creating an AI chip ecosystem. 

Those constraints span the entire semiconductor value chain, ranging from design and manufacturing equipment used to produce AI chips to supporting elements such as memory chips. 

Beijing has mobilized tens of billions of dollars to try to fill those gaps, but while it has been able to “brute force” its way into some breakthroughs, it still has a long way to go, according to experts. 

“U.S. export controls on advanced Nvidia AI chips have incentivized China’s industry to develop alternatives, while also making it more difficult for domestic firms to do so,” said Paul Triolo, partner and senior vice president for China at advisory firm DGA-Albright Stonebridge Group.

Here’s how China stacks up against the rest of the world in four key segments needed to build AI chips. 

AI chip design

Nvidia is regarded as the world’s leading AI chip company, but it’s important to understand that it doesn’t actually manufacture the physical chips that are used for AI training and computing.

Rather, the company designs AI chips, or more precisely, graphics processing units. Orders of the company’s patented GPU designs are then sent to chip foundries — manufacturers that specialize in the mass production of other companies’ semiconductor products. 

While American competitors such as AMD and Broadcom offer varying alternatives, GPU designs from Nvidia are widely recognized as the industry standard. The demand for Nvidia chips is so strong that Chinese customers have continued to buy any of the company’s chips they can get their hands on.

But Nvidia is grappling with Washington’s tightening restrictions. The company revealed in April that additional curbs had prevented it from selling its H20 processor to Chinese clients.

Nvidia’s H20 was a less sophisticated version of its H100 processor, designed specifically to skirt previous export controls. Nevertheless, experts say, it was still more advanced than anything available domestically. But China hopes to change that. 

In response to restrictions, more Chinese semiconductor players have been entering the AI processor arena. They’ve included a wide array of upstarts, such as Enflame Technology and Biren Technology, seeking to soak up billions of dollars in GPU demand left by Nvidia.

But no Chinese firm appears closer to providing a true alternative to Nvidia than Huawei’s chip design arm, HiSilicon. 

Huawei’s most advanced GPU in mass production is its Ascend 910B. The next-generation Ascend 910C was reportedly expected to begin mass shipments as early as May, though no updates have emerged. 

Dylan Patel, founder, CEO and chief analyst at SemiAnalysis, told CNBC that while the Ascend chips remain behind Nvidia, they show that Huawei has been making significant progress. 

“Compared to Nvidia’s export-restricted chips, the performance gap between Huawei and the H20 is less than a full generation. Huawei is not far behind the products Nvidia is permitted to sell into China,” Patel said.

He added that the 910B was two years behind Nvidia as of last year, while the Ascend 910C is only a year behind. 

But while that suggests China’s GPU design capabilities have made great strides, design is just one aspect that stands in the way of creating a competitive AI chip ecosystem.

AI chip fabrication

To manufacture its GPUs, Nvidia relies on TSMC, the world’s largest contract chip foundry, which produces most of the world’s advanced chips.

TSMC complies with U.S. chip controls and is also barred from taking any chip orders from companies on the U.S. trade blacklist. Huawei was placed on the list in 2019.

That has led to Chinese chip designers like Huawei to enlist local chip foundries, the largest of which is SMIC.

SMIC is far behind TSMC — it’s officially known to be able to produce 7-nanometer chips, requiring less advance tech than TSMC’s 3-nanometer production. Smaller nanometer sizes lead to greater chip processing power and efficiency.

There are signs that SMIC has made progress. The company is suspected to have been behind a 5-nanometer 5G chip for Huawei’s Mate 60 Pro, which had rocked confidence in U.S. chip controls in 2023.  The company, however, has a long way to go before it can mass-produce advanced GPUs in a cost-efficient manner. 

According to independent chip and technology analyst Ray Wang, SMIC’s known operation capacity is dwarfed by TSMC’s. 

“Huawei is a very good chip design company, but they are still without good domestic chipmakers,” Wang said, noting that Huawei is reportedly working on its own fabrication capabilities. 

But the lack of key manufacturing equipment stands in the way of both companies.

Advanced Chip equipment  

SMIC’s ability to fulfill Huawei’s GPU requirements is limited by the familiar problem of export controls, but in this case, from the Netherlands. 

While Netherlands may not have any prominent semiconductor designers or manufacturers, it’s home to ASML, the world’s leading supplier of advanced chipmaking equipment — machines that use light or electron beams to transfer complex patterns onto silicon wafers, forming the basis of microchips.

In accordance with U.S. export controls, the country has agreed to block the sale of ASML’s most advanced ultraviolet (EUV) lithography machines. The tools are critical to making advanced GPUs at scale and cost-effectively. 

EUV is the most significant barrier for Chinese advanced chip production, according to Jeff Koch, an analyst at SemiAnalysis. “They have most of the other tooling available, but lithography is limiting their ability to scale towards 3nm and below process nodes,”  he told CNBC.

SMIC has found methods to work around lithography restrictions using ASML’s less advanced deep ultraviolet lithography systems, which have seen comparatively fewer restrictions.

Through this “brute forcing,” producing chips at 7 nm is doable, but the yields are not good, and the strategy is likely reaching its limit, Koch said, adding that “at current yields it appears SMIC cannot produce enough domestic accelerators to meet demand.”

SiCarrier Technologies, a Chinese company working on lithography technology, has reportedly been linked to Huawei.

But imitating existing lithography tools could take years, if not decades, to achieve, Koch said. Instead, China is likely to pursue other technologies and different lithography techniques to push innovation rather than imitation, he added.

AI memory components

While GPUs are often identified as the most critical components in AI computing, they’re far from the only ones. In order to operate AI training and computing, GPUs must work alongside memory chips, which are able to store data within a broader “chipset.”

In AI applications, a specific type of memory known as HBM has become the industry standard. South Korea’s SK Hynix has taken the industry lead in HBM. Other companies in the field include Samsung and U.S.-based Micron

“High bandwidth memory at this stage of AI progression has become essential for training and running AI models,” said analyst Wang.

As with the Netherlands, South Korea is cooperating with U.S.-led chip restrictions and began complying with fresh curbs on the sale of certain HBM memory chips to China in December. 

In response, Chinese memory chip maker ChangXin Memory Technologies, or CXMT, in partnership with chip-packaging and testing company Tongfu Microelectronics, is in the early stages of producing HBM, according to a report by Reuters.

According to Wang, CXMT is expected to be three to four years behind global leaders in HBM development, though it faces major roadblocks, including export controls on chipmaking equipment.

SemiAnalysis estimated in April that CXMT remained a year away from ramping any reasonable volume.

Chinese foundry Wuhan Xinxin Semiconductor Manufacturing is reportedly building a factory to produce HBM wafers. A report from SCMP said that Huawei Technologies had partnered with the firm in producing HBM chips, although the companies did not confirm the partnership.

Huawei has leaned on HBM stockpiles from suppliers like Samsung for use in their Ascend 910C AI processor, SemiAnalysis said in an April report, noting that while the chip was designed domestically, it still relies on foreign products obtained prior to or despite restrictions.

“Whether it be HBM from Samsung, wafers from TSMC, or equipment from America, Netherlands, and Japan, there is a big reliance on foreign industry,” SemiAnalysis said.

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