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GitHub introduces a fine-tuned, context-aware secret classifier built with Microsoft Applied Sciences that evaluates candidate secrets in under 2 milliseconds and could more than double the secrets caught by push protection. The essay shares nine quarters of data showing developers aren't becoming more careless — they're being outpaced by AI agents that now appear in one in three pull requests.