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.
AI summary of the linked source. Not reviewed by an editor. How this works
Run Google?
Get an email when a new story names Google, usually within the hour.
Free. Your list stays private and never appears in a subject line. One click stops it. How Vendor Watch worksPrivacy
The lesson from this incident
Full lessonA 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.
What helps against this
How we list vendors- Secrets management
API keys, tokens and passwords stop leaking from code, chat and configuration files.
- Data loss prevention (DLP)
Sensitive data cannot quietly leave by email, upload, USB stick or AI tool.
- AI application security
Prompt injection, data leaks through AI tools and unapproved AI use get caught.
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