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Anthropic Questions Use Of Distillation In Competing AI Models

Overview Of The Alleged Attacks

Anthropic has accused three Chinese AI companies, DeepSeek, Moonshot AI and MiniMax, of creating more than 24,000 fake accounts to interact with its Claude model. According to the company, these accounts generated over 16 million exchanges using distillation, a technique that allows smaller models to learn from the outputs of larger systems. Anthropic says the activity focused on Claude’s strengths in agentic reasoning, coding and tool use.

Methodology And Scale

Distillation is a common method used to develop smaller and more efficient AI models. Anthropic argues that in this case, it was used to replicate core model capabilities. DeepSeek previously attracted attention with its open-source R1 reasoning model, which delivered strong performance at lower cost. Reports suggest the upcoming DeepSeek V4 could further intensify competition in coding-focused AI models.

Moonshot AI reportedly generated more than 3.4 million exchanges aimed at improving reasoning, coding, data analysis and computer vision. MiniMax accounted for approximately 13 million exchanges focused on agentic coding and tool orchestration. Anthropic also stated that at one point, nearly half of MiniMax’s traffic targeted the latest Claude version.

Policy And National Security Implications

The allegations come as debates continue in the United States over export controls on advanced AI chips and broader technology competition with China. The case highlights increasing concerns around intellectual property protection as AI development becomes more resource-intensive.

Anthropic argues that models created through unauthorized distillation may lack built-in safeguards, potentially increasing risks related to misuse, including cyber operations and disinformation.

Industry Response And Future Outlook

The company says it is strengthening internal monitoring to detect and limit large-scale distillation attempts. Anthropic is also calling for closer cooperation between AI companies, cloud providers and policymakers to address emerging risks.

As global competition in AI accelerates, disputes over training practices and model replication are likely to become a more significant part of industry regulation and strategic decision-making.

payabl. Launches Click To Pay With Visa To Help Merchants Improve Checkout Conversion And Reduce Fraud

payabl. has launched Click to Pay with Visa, a new card payment experience designed to help merchants reduce checkout friction, improve authorisation rates, and deliver a faster, more secure online payment journey.

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Click to Pay replaces manual card number entry with a token-based checkout experience. Once a customer’s card is enrolled, they can complete purchases in just a few clicks, without re-entering card details. The result is a faster checkout that mirrors the ease of contactless payments in-store, while maintaining strong security standards.

For merchants, the impact is measurable. According to Visa, Click to Pay can deliver up to a 11% uplift in authorisation rates compared to manual card entry, alongside significant fraud reduction through network tokenisation. Faster checkout also helps reduce cart abandonment, particularly on mobile, where typing card details remains a major source of friction.

“With online checkout, every extra step costs conversion,” said Breno Oliveira, Chief Product Officer at payabl. “Visa Click to Pay removes one of the biggest points of friction at the moment of purchase. It helps merchants approve more legitimate transactions, reduce fraud exposure, and give customers the experience they already expect.” 

Visa Click to Pay is available through payabl. checkout, enabling merchants to activate the service without additional integration complexity. The solution works across devices and supports existing security flows, including 3D Secure where required.

“Consumers have come to expect a highly personalised, intuitive, and seamless payment experience, whether they’re buying a coffee, shopping online, or applying for a loan. Visa Click to Pay aims to meet these expectations by removing the need to manually enter card details, thus enhancing both security and the consumer experience in online card payments. With the support of network tokens, Visa Click to Pay enabled a more secure and smoother transaction process, available in many countries around the world. According to European VisaNet data, Visa Click to Pay may allow a 4.5% uplift in merchant sales, meaning a possible annual increase of €51 bn in SMB eCommerce sales in the UK and EU,” said Michael Ioannides, Country Manager, Visa Cyprus.

The launch forms part of payabl.’s broader focus on checkout optimisation, helping merchants improve conversion, approvals, and payment reliability at scale. Click to Pay with Visa is now live for eligible merchants across Europe. 

Checkout expectations are rising across Europe 

Insights from payabl.’s State of European Checkouts report underline why frictionless checkout experiences are becoming a commercial priority. The research found that consumers cite speed (46%), convenience (44%), and security (41%) as the top reasons for choosing a payment method. More than half of consumers (53%) are open to switching to newer payment methods and nearly half (48%) are open to one-click checkouts, provided the solution is backed by a trusted brand such as Visa.

“Checkout is no longer just the final step of a transaction,” said Oliveira. “It is a critical part of the overall customer experience. Our research shows that 43% of European consumers will not return to a site after a poor checkout experience. For merchants across the UK and Europe, that translates directly into lost customers and lost revenue.”

The launch forms part of payabl.’s broader focus on checkout optimisation, helping merchants improve conversion, approvals, and payment reliability at scale. Click to Pay with Visa is now live for eligible merchants across Europe.

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