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GitHub has revamped its key detection by combining rule-based filtering with context-based classification. Cost savings exceeding 98% fall within a clearly defined range; what’s even more noteworthy is how smaller models are changing the timing of security checks, and how enterprises measure the total cost of false positives, false negatives, and true positives.