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VulnerabilitiesAug 12, 2026

OpenAI, Anthropic, Google API Flaw Let Weaker AI Models Decode Stronger Models' Reasoning

Flaw in OpenAI, Anthropic, Google APIs allowed weaker models to decode stronger models' reasoning.

A vulnerability in the reasoning APIs of OpenAI, Anthropic, and Google allowed researchers to extract sensitive information, including API keys and passwords, from session logs. The flaw involved encrypted reasoning objects that could be replayed into different sessions or even handed to weaker models, effectively acting as a 'fuzzy' decoder. While the issue has been mitigated and is no longer reproducible, the researchers demonstrated potential for model distillation, data extraction, and hidden prompt injection.

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The lesson from this incident

Full lesson

A design flaw in the reasoning APIs of OpenAI, Anthropic, and Google allowed encrypted reasoning objects to be replayed across different sessions or fed to weaker AI models, inadvertently exposing sensitive data such as API keys and passwords. The root issue was insufficient session binding and context isolation — encrypted objects were treated as portable and reusable rather than tightly scoped to their originating session. This matters because it demonstrates that encryption alone is not a sufficient security control; proper session integrity, token binding, and output sanitization are equally critical. The flaw also opens the door to model distillation attacks and hidden prompt injection, representing a novel class of AI-specific threats that traditional security frameworks have not yet fully addressed.

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Indicators of Compromise

Extracted by AI from the linked source. Not reviewed by an editor. How this works

  • malware — Claude Haiku 4.5
  • malware — GPT-5.6 Luna
  • malware — Gemini Robotics ER-1.6

Entities

OpenAI (vendor)Anthropic (vendor)Google (vendor)Microsoft (vendor)Hugging Face (vendor)Claude Haiku 4.5 (product)