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Why AI-accelerated teams keep breaking production — and what the ones that don't are doing differently
Signature-based detection has always known what it was looking for. Machine learning and autonomous agents are changing the question entirely, shifting from "does this match a known pattern?" to "does this actually make sense in context?"
From sprawling PDFs to a fast, factual conversational assistant.
