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@@ -47,7 +47,7 @@ model-index:
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  ## Key Features
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  - **99%+ Accuracy** on production security logs
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- - **Real-time Detection**: <100ms latency per classification
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  - **CPU Inference**: No GPU required, runs on any system
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  - **Production-Tested**: Battle-tested since October 2025, processing logs from 8 domains
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  - **Lightweight**: Only ~2GB RAM needed
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  ## Performance Metrics
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- ### Production Environment (October 2025)
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-
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- - **Accuracy**: 99%+ on security logs
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- - **Inference Speed**: 32 tokens/second (CPU)
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- - **Latency**: <100ms per classification
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- - **Memory Usage**: ~2GB RAM
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- - **Uptime**: 99.9%+ (stable, no crashes)
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- - **Processing Rate**: 6-200 log entries per 60s batch
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- - **Attack Detection Rate**: ~36 attacks/hour average
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  ### Optimization Features
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  When deployed in the full SecInt system:
@@ -335,7 +325,7 @@ SecInt is part of the **Security Intelligence Monitor v2** project, a comprehens
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  - Attack session management
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  - SQLite-based persistence and analytics
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- For more information about the full SecInt system, visit: [logwatcher project](https://github.com/LeviDeHaan/logwatcher)
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  ## Model Card Contact
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  ## Key Features
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  - **99%+ Accuracy** on production security logs
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+ - **Real-time Detection**: ~100ms latency per classification
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  - **CPU Inference**: No GPU required, runs on any system
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  - **Production-Tested**: Battle-tested since October 2025, processing logs from 8 domains
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  - **Lightweight**: Only ~2GB RAM needed
 
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  ## Performance Metrics
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  ### Optimization Features
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  When deployed in the full SecInt system:
 
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  - Attack session management
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  - SQLite-based persistence and analytics
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+ For more information about the full SecInt system, visit: [logwatcher project](https://levidehaan.com/projects)
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  ## Model Card Contact
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