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Built LogForge — an ML-powered observability platform by extending the SmartLoggingAI base with a 3-layer PyTorch + Isolation Forest ensemble, PySpark streaming pipeline, MLflow MLOps, and Claude-powered root cause reasoning. Reduced false positives significantly compared to rule-based systems.

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