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Alibaba Steps Up The AI Race With A New Laptop-Ready Model

Alibaba is stepping up its competition with Meta in the open-weight AI market, launching a new model designed for consumer devices while releasing the weights of its most powerful system.

A New Model For Consumer Devices

On Monday, the Chinese tech giant introduced Qwen3.8-27B for laptops and other consumer hardware. Alibaba said the model can handle coding, professional tasks, research and long-horizon agentic work, while matching the performance of a model 10 times its size.

Alongside the new model, Alibaba released the weights of Qwen3.8 Max, allowing developers to download and run the system freely. The company has not, however, disclosed the data or methods used to train it.

The launch follows Meta’s announcement that it plans to open-source its most powerful AI model and develop new systems designed to run on laptops. The move is part of Meta’s effort to position itself as the leading U.S. alternative to Chinese open-weight models from companies including Alibaba, DeepSeek and Moonshot.

Nick Patience, AI lead at the Futurum Group, said Meta’s renewed focus on open weights followed the rapid gains made by Chinese AI labs.

Alibaba Looks To Strengthen Its Open-Weight Lead

Success in the open-weight AI market depends not only on model performance but also on how widely developers adopt and build on the technology.

According to Hugging Face, Qwen-based models accounted for 151,448 derivatives last week, meaning instances where an open-weight model was downloaded and used. That figure is 2.6 times Meta’s total footprint, the platform said.

“The company which can offer the most capable open weights models will move ahead in this race,” said Neil Shah, co-founder at Counterpoint Research.

Shah believes Alibaba is seeking to establish Qwen as a global alternative to Silicon Valley’s frontier AI models.

On-Device AI Emerges As The Next Battleground

Qwen3.8-27B also reflects Alibaba’s bet that increasingly capable AI will move beyond data centers and onto everyday devices.

Local processing could provide faster responses and greater privacy because data does not always need to leave a laptop or smartphone. Shah described on-device AI as the next major battleground for model developers.

Patience said Alibaba has already built advantages in both open-weight and on-device AI, making Qwen one of the strongest non-U.S. model families for hardware partnerships and the global developer community.

With its latest release, Alibaba is expanding the competition with Meta from AI model development into the next question facing the industry: where and how those models will run.

ECB Moves to Ease Rules for Smaller Banks Without Weakening Supervision

The European Central Bank is preparing a significant broadening of proportionality in banking supervision, a move that could bring roughly 150 additional smaller institutions into a lighter regulatory framework, according to ECB Executive Board member Frank Elderson.

In a post on the ECB’s supervision blog, Elderson, who also serves as vice-chair of the Supervisory Board, said the goal is to reduce the regulatory burden on small and non-complex institutions while preserving the safeguards that support financial stability.

A More Flexible Approach To Supervision

Rather than creating a separate rulebook for smaller lenders, the ECB’s proposals would expand the existing framework for small and non-complex institutions, or SNCIs, by broadening eligibility and easing the frequency and intensity of certain supervisory tasks.

Elderson argued that Europe’s varied banking sector is a strategic strength. Smaller, locally focused banks, he said, play a critical role in financing households and small and medium-sized enterprises, which in turn supports innovation, employment and investment across the region.

“These institutions play an important role in financing households and small and medium-sized enterprises, helping innovative ideas become successful products and supporting jobs and investment across the region,” Elderson wrote.

He added that a banking system combining different business models, sizes and areas of expertise is better positioned to meet the financing needs of the European economy and, by extension, support competitiveness.

Why Proportionality Matters

The ECB’s approach rests on a simple principle: regulatory requirements should be calibrated to a bank’s size, complexity and risk profile.

At the same time, Elderson cautioned that smaller banks are not insulated from the pressures facing the wider financial system. He pointed to geopolitical risk, cyber resilience in the era of advanced artificial intelligence, digitalisation and climate- and nature-related risks.

“Depositors in smaller banks should be just as confident that their savings are safe and their bank is well managed, resilient and subject to robust risk management standards as those in larger institutions,” he wrote.

The central bank believes a more targeted framework would allow smaller lenders to devote more resources to the risks that matter most, while trimming compliance work that adds cost without materially improving resilience.

A Wider Definition Of Small Banks

The most consequential proposal would broaden the definition of what qualifies as a small bank.

Today, the SNCI framework covers 75% of all less significant institutions under European banking supervision, representing more than 1,400 entities as of December 2025.

Under the ECB’s proposal, national authorities would be able to lift the current €5 billion total-assets threshold for SNCI status to as much as €10 billion, depending on the size and structure of domestic banking sectors.

The ECB also wants the definition of “non-complex” to better reflect how banks operate in practice. Elderson noted that some institutions, especially in smaller member states, fail to qualify as SNCIs because of technical features in their recovery and resolution arrangements, even when they are not complex from a resolution standpoint.

Taken together, the changes could result in as many as 85% of less significant institutions being classified as SNCIs, bringing about 150 additional banks into the lighter framework.

The ECB also wants the SNCI label to be used more consistently in future European banking legislation, with new and amended rules spelling out more clearly how they apply to smaller and non-complex institutions.

Less Frequent Supervisory Reviews

The changes would not stop at classification. The ECB is also proposing a more selective approach to supervision itself.

The Supervisory Review and Evaluation Process, or SREP, could be carried out less frequently for some institutions. Elderson said certain banks might go two to three years without a full SREP if their risk profile justifies that approach.

That flexibility would remain subject to supervisory judgment, meaning banks could still face more frequent scrutiny if their risk warrants it.

“Where risks are low, some supervisory assessments will in practice be carried out even less frequently, reducing the burden on banks without undermining supervisory effectiveness,” Elderson wrote.

The ECB is also seeking to reduce the burden of stress testing. Bottom-up stress tests, in which banks run their own projections and submit them to supervisors, would be used only selectively for SNCIs. Supervisors would rely more heavily on top-down exercises, with projections carried out centrally.

That shift could meaningfully reduce the workload for nearly 1,000 SNCIs that are still subject to bottom-up stress tests.

Reporting Could Be Cut Dramatically

Reporting is another area targeted for simplification.

The ECB said its systems have already been adapted to support a materiality threshold for reporting resubmissions once the relevant legislative changes are in place.

A new SNCI category is also set to be introduced into the ECB’s FINREP regulation from 2027, beginning with a public consultation.

Under the proposed revisions, the volume of financial reporting required from SNCIs could fall from around 13,500 data points to roughly 700.

Updates to the European Banking Authority’s technical standards on supervisory reporting are also expected to remove redundant templates, eliminate overlaps and exempt SNCIs from certain reporting requirements.

More Flexibility On Governance

The ECB is also pushing for a more proportionate approach to governance requirements.

Supervisors would make greater use of existing flexibility to reflect a bank’s risk profile and operational complexity.

That could allow certain committees to be merged, including nomination and remuneration committees, while functions such as risk management and compliance could also be combined where appropriate.

The proposals would also create more room for flexibility around pay rules, including possible exemptions from requirements to defer variable remuneration or pay it in financial instruments.

Periodic independent reviews of remuneration policies could also be outsourced and applied in line with the sophistication of a bank’s internal stress-testing framework.

Why Smaller Markets Stand To Benefit

The proposals may be especially relevant to smaller European banking markets, even though the ECB has not identified which national authorities would choose to raise the €5 billion threshold.

Cyprus, for example, has a relatively small banking market and its domestic institutions fall under the European banking supervision framework. Any decision to apply the higher SNCI threshold would therefore depend on the applicable rules and supervisory assessment.

Elderson was explicit that the changes should not be read as a weakening of core safeguards.

“Proportionality should not be mistaken for reducing prudential standards for smaller banks,” he wrote. “The aim is not to lower standards, but to achieve them in a more efficient and proportionate manner.”

The ECB also said any simpler regime for smaller banks must be matched by a credible, flexible and efficient crisis management framework.

In Elderson’s view, trimming administrative overhead would free up scarce resources for risk management, customer service, investment in competitiveness and operational efficiency.

“By reducing undue complexity and the administrative burden for small and non-complex banks, these measures can support the competitiveness of Europe’s diverse banking sector, without compromising resilience,” he wrote.

What Comes Next

The ECB is preparing to implement the simplification measures within its authority. It will also work with European institutions on changes that require action beyond the central bank, including initiatives under development through the European Banking Authority.

For Elderson, the proposals are part of a broader push to streamline European banking supervision, not just for smaller institutions but across the system as a whole.

“Our goal is clear: to make our supervision more efficient, more effective and more risk-based, while continuing to preserve banks’ resilience,” he wrote.

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