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RC RANDOM CHAOS

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Cerebras runs Qwen 27B at 1,500 tokens a second Article

Cerebras runs Qwen 27B at 1,500 tokens a second

Qwen 3.8 27B on Cerebras at 1,500 tokens/s adds no new capability - it changes the economics of attack and defense. What the raw speed means for security.

Verification became the leak
Article MFA bypass

Verification became the leak

An unauthorized live feed of every ID verification let attackers bypass MFA for over a year. Why readable verification output stops being proof.

Gemini 3.8 Flash captures your evaluation inputs
Article AI model security

Gemini 3.8 Flash captures your evaluation inputs

Evaluating Gemini 3.8 Flash and Flash Cyber transfers your input to infrastructure you cannot inspect. What failed, the pattern, and what must now be true.

Perplexity cites 215,128 template pages as evidence
Article AI search

Perplexity cites 215,128 template pages as evidence

Three sites generated 215,128 scripted "best software" pages that AI engines like Perplexity cite as sources - fueling misinformation, SEO abuse, and malware.

Three model calls, finished before you blink
Article LLM engineering

Three model calls, finished before you blink

Qwen 3.8 27B at 1500 tokens/s on Cerebras is an orchestration budget, not a quality upgrade - spend it on validation and decomposition, not more agents.

FBI probes sale of 153 million license records
Article data breach

FBI probes sale of 153 million license records

An FBI probe into a service selling 153 million driver's license records shows why static identity data cannot be rotated, recalled, or trusted as proof.

Firefox blocks cross-site tracking by default
Article firefox privacy

Firefox blocks cross-site tracking by default

Firefox moved tracking protection from optional settings into the engine by default. Why enforcement, not preference, protects your anonymity.

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