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@@ -11,6 +11,10 @@ tags: [prompt-injection, data-exfiltration, llm-security, agent-security, laya,
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  # laya-cybersec: a fast prompt-injection and exfiltration scanner (Laya fine-tune)
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  **Author:** Jay Derinbogaz (TextCortex)
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  ![laya-cybersec: 0.93 AUROC at a quarter of Jev's latency](https://huggingface.co/TextCortex/laya-cybersec/resolve/main/charts/1_hero.png)
@@ -21,10 +25,6 @@ tags: [prompt-injection, data-exfiltration, llm-security, agent-security, laya,
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  ![Median latency per chunk: laya-cybersec ONNX and PyTorch on CPU vs. the hosted Jev API](https://huggingface.co/TextCortex/laya-cybersec/resolve/main/charts/4_latency.png)
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- **laya-cybersec scores whether a piece of content that an AI agent is about to read tries to manipulate that
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- agent: prompt injection, instruction hijacking, prompt or secret leaking, or data exfiltration. It runs in
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- about 70–90 ms per chunk on a laptop CPU, with no data leaving your infrastructure.**
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-
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  - **Raises stock Laya multilingual from 0.70 to 0.93 AUROC on English and from 0.67 to 0.89 on German.**
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  - **Within 0.05 AUROC of TypeSafe Jev in English** (0.931 vs 0.980), and 0.06 in German (0.892 vs 0.956).
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  Jev is still the stronger detector; laya-cybersec is the self-hostable option.
 
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  # laya-cybersec: a fast prompt-injection and exfiltration scanner (Laya fine-tune)
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+ **laya-cybersec scores whether a piece of content that an AI agent is about to read tries to manipulate that
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+ agent: prompt injection, instruction hijacking, prompt or secret leaking, or data exfiltration. It runs in
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+ about 70–90 ms per chunk on a laptop CPU, with no data leaving your infrastructure.**
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+
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  **Author:** Jay Derinbogaz (TextCortex)
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  ![laya-cybersec: 0.93 AUROC at a quarter of Jev's latency](https://huggingface.co/TextCortex/laya-cybersec/resolve/main/charts/1_hero.png)
 
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  ![Median latency per chunk: laya-cybersec ONNX and PyTorch on CPU vs. the hosted Jev API](https://huggingface.co/TextCortex/laya-cybersec/resolve/main/charts/4_latency.png)
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  - **Raises stock Laya multilingual from 0.70 to 0.93 AUROC on English and from 0.67 to 0.89 on German.**
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  - **Within 0.05 AUROC of TypeSafe Jev in English** (0.931 vs 0.980), and 0.06 in German (0.892 vs 0.956).
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  Jev is still the stronger detector; laya-cybersec is the self-hostable option.