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In brief

  • The extraction operation spiked on 24 and 25 July 2026, generating 16,000 queries across more than 4,000 accounts before OpenAI terminated the activity on 28 July.

  • Operators copied encrypted reasoning tokens between conversations to decrypt model logic without breaching databases or stored user chats.

  • Anthropic made similar extraction claims against Moonshot in August 2026, while a September US advisory named six Chinese firms targeting American models.

San Francisco
San Francisco
San Francisco, Beijing · United States, China
How it came to this
  1. 1 JulModel reasoning extraction begins at low volume
  2. 24 JulQueries peak at 16,000 over two days across more than 4,000 users
  3. 28 JulOpenAI shuts down the campaign and terminates associated accounts
  4. 30 SeptOpenAI publicly attributes a core cluster of the campaign to Moonshot

Coordinated distillation campaign

OpenAI published a blog post on Wednesday disclosing that it disrupted a coordinated campaign designed to extract protected reasoning from its artificial intelligence models. The company traced a core cluster of the extraction effort to individuals associated with Moonshot AI, the Chinese developer behind the Kimi model. The unauthorized activity initially began on 1 July 2026 at low volume before increasing substantially toward the end of the month.

The distillation operation reached its peak on 24 and 25 July 2026, when operators generated 16,000 requests from more than 4,000 separate user accounts within two days. OpenAI later detected related extraction activity spanning more than 15,000 accounts across its platform. The company confirmed that it fully shut down the campaign on 28 July 2026. Although OpenAI did not tie every individual participant to a single entity, it attributed the primary cluster of accounts to people linked with Moonshot.

OpenAI described the technical nature of the activity in its official statement.

“This activity is consistent with adversarial distillation: the systematic and unauthorized use of one model's outputs or reasoning to help train, reproduce, or improve another model,”

OpenAI

Extraction method and technical defenses

The extraction campaign focused on accessing the internal reasoning steps that OpenAI systems generate before delivering a final response to user prompts. Because OpenAI hides this reasoning process from standard outputs, operators copied the encrypted reasoning text from one conversation session. The users then submitted that encrypted material into a different conversation, prompting the model to decrypt and transcribe the underlying reasoning.

OpenAI reported that the operators did not breach underlying encryption, compromise internal databases, or gain access to stored user conversations. Following the discovery, the developer banned the identified accounts, introduced stricter sign-up checks for new users, and deployed additional technical safeguards to protect model reasoning. OpenAI also shared its technical findings with rival artificial intelligence laboratories through the Frontier Model Forum and provided details directly through United States government channels.

Caroline Zier, who leads strategic national security policy initiatives at OpenAI, clarified the company's position on the enforcement actions.

“Our concern is about violation of our terms of service, not open models or legitimate distillation,”

Caroline Zier

Industry disputes and regulatory scrutiny

The blog post marks the first time OpenAI has publicly accused Moonshot of unauthorized model extraction. The accusation follows a similar finding published last month by Anthropic, which also accused Moonshot of attempting to extract proprietary model capabilities. These claims match findings from United States government agencies, which issued an advisory earlier this month identifying six Chinese companies alongside the specific American AI models each firm allegedly targeted. The Chinese government rejected the advisory, characterizing the findings as unfounded accusations.

The claims have generated debate among policy figures regarding international competition in artificial intelligence. David Sacks, the former AI czar under Donald Trump, described such corporate reports as an effort to encourage United States authorities to ban rival open models. Meanwhile, Moonshot is contending with regulatory scrutiny domestically in China, where government regulators opened investigations into both Moonshot and peer developer DeepSeek earlier this month.

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Sources and context

  • The Vergeon 30 Sep at 19:59OpenAI claims Moonshot extracted its data to train AI models.
  • The Next Webon 30 Sep at 18:57OpenAI says Moonshot-linked users tried to extract its AI reasoning
  • Bloomberg Businesson 30 Sep at 18:30OpenAI Blames Moonshot for Mass Data Extraction on Its AI Models
David Sacks
Former AI czar under Donald Trump

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Published on 1 Oct at 03:44.

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In this text

Coordinated distillation campaignCoordinated distillation campaignExtraction method and technical defensesExtraction method and technical defensesIndustry disputes and regulatory scrutinyIndustry disputes and regulatory scrutiny

Based on reports by

The Verge, The Next Web, Bloomberg Business

List of sources

AI & Tech · San Francisco and Beijing

OpenAI accuses Chinese developer Moonshot of harvesting AI reasoning data

OpenAI disrupted an adversarial distillation campaign in July 2026 that generated 16,000 requests from thousands of accounts linked to Chinese AI lab Moonshot.

AI text based on reports by The Verge, The Next Web and Bloomberg Business. Published on 1 Oct at 03:44.

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