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OpenAI Pauses AI Model Training. Its Offline Sandbox Had a DNS Exit

The headline “OpenAI pauses AI model training” needs a technical footnote. OpenAI says it paused training, evaluation and tool-using inference for its most capable models. It did not announce a halt to every model or all research. The trigger was an internal agent that reached a public chatbot through a gap in DNS filtering inside […]

AI Security Artificial Intelligence

AI Watermarks Are Not a Silver Bullet: What Provenance Signals Can and Cannot Prove

Quick summary AI provenance signals can include C2PA Content Credentials and embedded watermarking. A missing, altered, or unavailable signal is not a final verdict on an image’s origin or reliability. Provenance can inform a decision, but it does not prove accuracy, ownership, or context. The most useful approach combines available signals with source checking and […]

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