Two sentences summarize the shift from pre-trained AI-SOC to continuously learning, analyst-driven AI that evolves with local context. The article outlines how feedback loops, transparency, usability, and measurable metrics transform SOCs into adaptive, explainable systems that reduce false positives and improve detection and response.
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