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Alibaba leads $290m investment for Shengshu Vidu AI world model

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Markets will soon go back to being driven by AI investment, says Aperture’s Peter Kraus

A mechanical hand is on display at the Robot Mall, world’s first embodied intelligent robot 4S store, on August 13, 2025 in Beijing, China.

Vcg | Visual China Group | Getty Images

BEIJING — Alibaba Cloud is investing in a new type of artificial intelligence designed to better replicate the real world using a different approach from chatbots such as OpenAI’s ChatGPT.

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The shift recognizes the limits of “large language models” trained primarily on text. Instead, developers are starting to focus more on “world models” built on videos and real-life physical scenarios.

To jump on the trend, Alibaba led a 2 billion yuan ($290 million) investment in ShengShu, the startup behind the AI video generation tool Vidu, the company announced Friday. TAL Education and Baidu Ventures also participated in the series B funding round.

The investment comes about two months after ShengShu raised 600 million yuan from Qiming Venture Partners and other backers. The startup declined to disclose its valuation.

ShengShu said the latest funding will support the development of a “general world model” that uses AI to bridge two currently separate domains: the digital world of games and AI-generated video, and the physical world of autonomous driving and robots.

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“ShengShu believes that a general world model, built on multimodal data such as vision, audio, and touch, more naturally captures how the physical world works than large language models,” the three-year-old startup said in a statement.

Markets will soon go back to being driven by AI investment, says Aperture’s Peter Kraus

“We aim to connect perception and action,” Zhu Jun, founder of ShengShu, added in a statement, allowing AI systems to better model and predict real-world behavior consistently.

ShengShu’s latest Vidu Q3 Pro model, released in January, ranks among the top 10 AI models for generating videos from text and images, according to Artificial Analysis.

The company launched Vidu globally months before OpenAI made its now-shuttered Sora tool for AI video generation widely available. Chinese short-video companies Kuaishou and ByteDance have also released similar competing AI tools for generating videos.

World model competition

Alibaba has expanded its investments in related startups.

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The Chinese tech giant and Baidu Ventures last month led a $50 million investment in Tripo AI, a platform that uses AI to quickly generate digital 3D models from photographs. Tripo said it is also moving away from techniques used by language models toward AI tools grounded in physical space and is developing its own world model.

In September, Alibaba also led a $60 million investment in PixVerse, which released an AI world model earlier this year that allows users to direct how a video unfolds while it is being generated.

Alibaba, which got its start in e-commerce, has also released free, open-source AI models for video generation and, in February, launched one for powering robots.

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Shengshu said Friday it has strategic partnerships with companies developing embodied AI — systems such as humanoid robots that interact with the physical world — for use across industrial, commercial and home settings.

World models are critical for robotics because the technology needs more than LLMs to work, Kevin Kelly, co-founder of the U.S. tech magazine Wired, wrote last month on his Substack.

Ultimately, to replicate human intelligence, AI will need three things: reasoning, an understanding of the physical world and continuous learning, Kelly said. While AI for the learning category hasn’t been developed yet, LLM-powered chatbots have created the knowledge element, he said, making world models a key area requiring a breakthrough.

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Crypto World

U.S. Treasury Opens Bank-Grade Cyber Alerts Channel to Crypto Firms

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Brian Armstrong's Bold Prediction: AI Agents Will Soon Dominate Global Financial

TLDR

  • The U.S. Treasury said eligible crypto firms can access its cybersecurity information-sharing service.
  • Treasury will provide the crypto sector with cyber warnings already used by traditional financial institutions.
  • The department asked interested companies and organizations to contact its cybersecurity office for access details.
  • Treasury said the move followed a recommendation from the President’s Working Group on Digital Asset Markets.
  • The announcement came as hackers continue to steal billions of dollars from digital asset platforms each year.

The U.S. Treasury will extend cyber threat alerts to eligible crypto businesses, it said Thursday. The step gives parts of the digital asset sector the same warnings used by banks. Treasury said companies and trade groups can contact its cybersecurity office to join the program.

U.S. Treasury Opens Cyber Warning Channel to Crypto Firms

The Treasury’s Office of Cybersecurity and Critical Infrastructure Protection will send timely cyber information to approved participants. Pettit said the service gives digital asset firms the same information available to traditional financial institutions.

Luke Pettit, assistant secretary for financial institutions, announced the change in Treasury’s statement on Thursday. He said, “Treasury is helping promote a secure and responsible digital asset ecosystem.”

The announcement did not define which firms qualify for the service. Treasury urged interested companies and organizations to contact the office directly for enrollment details.

The move follows a recommendation from the President’s Working Group on Digital Asset Markets. That report outlined ideas for sharing cyber threat information across the crypto sector.

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Crypto platforms continue to face frequent attacks that drain funds and expose data. Those breaches shaped policy talks as lawmakers weigh rules for digital assets.

Last week, North Korea-linked hackers stole over $280 million from the decentralized platform Drift. The theft added to a long record of cybercrime tied to digital asset services.

This week, separate incidents pushed the Solana Foundation to pursue new security measures. The foundation said it wants stronger protections against future exploits on its network.

Hacks keep Pressure on Digital Asset Security

Hackers steal billions of dollars in digital assets each year, Treasury said. The statement said nation-backed groups, including actors linked to North Korea, drive many attacks.

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Cybersecurity remains a central issue in congressional work on digital asset legislation. Lawmakers have cited thefts and system weaknesses while shaping federal oversight proposals.

Treasury offered the service as the sector takes a larger financial role. It said the outreach aims to improve defense against cyber threats.

Traditional financial firms already receive these alerts through Treasury’s information-sharing channels. Now, eligible crypto entities may receive the same material for free.

Treasury framed the change as a direct response to earlier federal recommendations. The department cited the working group report issued last year.

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The statement arrived after another week of public reports about crypto-related hacks. Those reports included the Drift theft and new Solana security steps.

Interested firms can seek access now by contacting Treasury’s cybersecurity office, the statement said. The Treasury announced that it would open on Thursday and invited crypto organizations to apply.

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Quantum-safe bitcoin now possible without a soft fork, but costs $200 a pop

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Quantum-safe bitcoin now possible without a soft fork, but costs $200 a pop

A StarkWare researcher has published what he says is the first method for making bitcoin transactions quantum-safe on the live network today, without any changes to the Bitcoin protocol. The scheme, however, costs up to $200 per transaction and is designed as an emergency measure rather than a permanent fix.

In a paper published this week, StarkWare researcher Avihu Levy introduced Quantum Safe Bitcoin, or QSB, a scheme that aims to enable quantum-resistant transactions without requiring changes to the Bitcoin protocol, by replacing signature-based security assumptions with hash-based proofs within its design.

The hash-based design survives the kind of quantum attack that would break today’s cryptography, but shifts the burden from consensus to computation, requiring heavy off-chain GPU work for every transaction.

Think of traditional digital signatures as a handwritten signature on a cheque, which proves you authorized a transaction using a secret key that others can cross check with a public key.

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In Bitcoin, these digital signatures are called ECDSA signatures. They are secure against today’s computers, but a sufficiently powerful future quantum computer could, in theory, derive the secret key from a public key and potentially compromise funds.

QSB addresses that flaw by redesigning the system around a different kind of cryptography, involving hash-based proofs, which are more like a tamper-proof fingerprint, where instead of relying on signature alone, a unique mathematical digest of data is created. This is said to be extremely difficult to forge or reverse, even for powerful computers.

QSB works entirely within Bitcoin’s existing consensus rules for legacy transactions. It requires no soft fork (software upgrade), no miner signaling, and no activation timeline. This is a sharp contrast to BIP-360, the quantum-resistance proposal that was merged into Bitcoin’s official improvement proposal repository in February but has no Bitcoin Core implementation and faces years of governance delay.

The proposal builds on an earlier idea known as Binohash, which added an extra layer of computational work to secure bitcoin transactions. The problem is that it depends on a type of cryptography that quantum computers are expected to break. In practice, that means the protection disappears in a quantum scenario. An attacker could bypass the system’s core security check entirely, making it ineffective.

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Extra cost

The hash-based solution, however, means extremely expensive transactions.

Generating a valid transaction requires searching through billions of possible candidates, a process Levy estimates would cost between $75 and $200 using commodity cloud GPUs. Currently, the cost to send a bitcoin transaction through the blockchain is around 33 cents.

The system also comes with practical hurdles. QSB transactions wouldn’t move through Bitcoin’s normal blockchain like typical payments. Instead, users would likely need to send them directly to miners willing to process them.

They also don’t work with faster, cheaper layers like the Lightning Network, and are far more complicated to create. Generating a transaction would require outsourcing heavy computation to external hardware, rather than simply signing and sending from a wallet.

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Levy describes the scheme as a “last resort measure,” not a replacement for protocol-level upgrades. Proposals such as BIP-360, which aim to introduce quantum-resistant signature schemes through a soft fork, remain the more scalable long-term solution but could take years to activate.

BIP-360’s activation timeline is uncertain. Polymarket bettors are pricing in low odds of it happening this year, and Bitcoin’s governance history offers little reason for urgency — Taproot took roughly seven and a half years from concept to deployment. Then again, mature quantum computers capable of breaking the encryption that secures the network are not arriving tomorrow either.

QSB instead offers something different: a way to survive a quantum break using today’s rules, if users are willing to pay for it.

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Gold, Silver and Oil Drive 65,000% Jump in Commodity Perpetuals

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BitMEX said in a Thursday report that commodity perpetual swaps were the fastest-growing segment of TradFi perps in the first quarter of 2026, with weekly volume rising 65,463% from $38.1 million to $25.0 billion.

The report said silver, crude oil and gold drove most of that growth. By the week of March 15, Silver (XAG) accounted for 34.8% of the market share of tokenized commodities, followed by crude oil (CL) for 27.7%, gold (XAU) at 27.5% and Silver on Hyperliquid for 6%, according to a Thursday report.

BitMEX said the March entry of crude oil added a new leg to the market, attributing that move to Iran-related geopolitical tensions and broader demand for 24/7 commodity exposure on crypto-native venues.

The figures point to a fast-growing niche inside crypto derivatives markets.

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Global Weekly Volume by Commodity Pair. Source: BitMEX

Brent crude oil has risen by around 44% since the first US/Israeli strikes on Iran on Feb. 28, from around $69 to above $99 at the time of writing, according to data from Trading Economics. Oil prices peaked at around $114 on Tuesday, their highest level since the beginning of the conflict.

Brent Crude Oil, six-month chart. Source: Tradingeconomics

Weekend dislocations lifted commodity perps

Onchain TradFi perps are driving traders to “speculate and hedge against weekend geopolitical events like the recent Iran conflict, in real time,” Stephan Lutz, CEO at BitMEX, told Cointelegraph. “While the perpetual swaps model will continue to capture significant market share in commodities trading due to its 24/7 nature, we are highly skeptical about tokenising spot assets,” he said.

However, minting physical commodities on the blockchain is complicated by the legacy financial system’s “complex, arbitrary legal rules,” Lutz said, adding that onchain derivatives will continue to eat into the trading share of traditional commodities, until “legacy giants like the CME” launch their own 24/7 trading venues.

Related: Crypto exchanges gain as tokenized commodity market climbs to $7.7B

In the broader market, the total market capitalization of onchain commodities declined by 2.7% during the past 30 days to $7.34 billion as of Thursday, according to data aggregator RWA.xyz.

Tokenized commodities market capitalization. Source: RWA.xyz 

BitMEX, which says it launched the first perpetual swap in 2016, now offers more than 20 TradFi contracts, according to the report.

Binance, the world’s largest cryptocurrency exchange, introduced gold and silver perpetuals in January. It offers contracts spanning precious metals and tokenized equities. Its Silver (XAG) contract saw an average daily volume of $1.31 billion during the quarter, according to the report.

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