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Explores how AI elevates log rotation for developers and sysadmins by predicting growth and scheduling rotations, dynamically prioritizing and compressing logs, and flagging anomalies for security and reliability; outlines a practical roadmap: data collection, tool selection, model training, integration/testing, and continuous learning, showing long-term gains in storage, performance, and resilience.