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Articles

When AI secures vs. when AI accelerates risk: The infrastructure paradox

Two months ago, I sat in a strategy meeting with a CISO and an autonomous vehicle engineer. The CISO was explaining how AI reduces false positives in cybersecurity—flagging only genuine threats, ignoring noise. The AV engineer was explaining how AI detects obstacles—being hypersensitive to avoid missing a pedestrian. Then someone asked: “So if we make […]

AI Model collapse is happening now, not later: what your data filtering strategy should be

Three years ago, I spent six weeks analyzing a production language model at scale. The model was performing exactly as expected on benchmarks. On MMLU (a standard reasoning test), it achieved 86% accuracy. On proprietary internal datasets, the numbers looked even better: 92% on customer service queries, 89% on technical documentation classification. But there was […]

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