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docs: link patronus.studio pages (blog EN/DE, product), Ark is open source, replace dashes

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  1. README.md +18 -4
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@@ -28,6 +28,12 @@ tags:
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  **Quantized ONNX builds of [Husky Paw Tool Action Classifier](https://huggingface.co/patronus-studio/husky-paw-tool-action-classifier) for local / edge inference.**
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  This repository contains the size- and memory-optimized ONNX exports of the FP32 model. For
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  intended uses, class definitions, training data, benchmarks, and limitations, see the
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  [main model card](https://huggingface.co/patronus-studio/husky-paw-tool-action-classifier).
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  | Variant | Accuracy | F1 (macro) | Δ F1 vs FP32 |
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  | --- | --- | --- | --- |
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- | FP32 reference (main repo) | 0.9465 | 0.9366 | — |
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  | FP16 | 0.9454 | 0.9366 | -0.0000 |
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  | INT8 | 0.9451 | 0.9366 | -0.0000 |
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  | INT8 + INT4 embeddings | 0.9465 | 0.9330 | -0.0036 |
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  ## Patronus Ark
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- This model is built to run inside **Patronus Ark**, Patronus' open-source on-device
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  AI-security scanning library (L1 native rules → L2 NTDB cascade → L3 transformer).
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- Ark is not publicly released yet — a repository link will be added here at launch.
 
 
 
 
 
 
 
 
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  ---
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  ## 🛡️ Patronus Protect
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- Brought to you by [Patronus Protect](https://patronus.studio) — a local AI firewall that
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  secures every AI interaction, including prompts, tools and documents, before it reaches
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  your models.
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  **Quantized ONNX builds of [Husky Paw Tool Action Classifier](https://huggingface.co/patronus-studio/husky-paw-tool-action-classifier) for local / edge inference.**
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+ **Read more**
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+
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+ - Blog post (EN): [Our AI-Security Model Zoo Is Now Open Source](https://patronus.studio/en/posts/our-ai-security-model-zoo-is-now-open-source)
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+ - Blogbeitrag (DE): [Unser AI-Security-Model-Zoo ist jetzt Open Source](https://patronus.studio/posts/unser-ai-security-model-zoo-ist-open-source)
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+ - Product page: [Patronus AI models](https://patronus.studio/product/ai-models)
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+
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  This repository contains the size- and memory-optimized ONNX exports of the FP32 model. For
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  intended uses, class definitions, training data, benchmarks, and limitations, see the
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  [main model card](https://huggingface.co/patronus-studio/husky-paw-tool-action-classifier).
 
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  | Variant | Accuracy | F1 (macro) | Δ F1 vs FP32 |
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  | --- | --- | --- | --- |
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+ | FP32 reference (main repo) | 0.9465 | 0.9366 | - |
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  | FP16 | 0.9454 | 0.9366 | -0.0000 |
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  | INT8 | 0.9451 | 0.9366 | -0.0000 |
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  | INT8 + INT4 embeddings | 0.9465 | 0.9330 | -0.0036 |
 
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  ## Patronus Ark
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+ This model is built to run inside **[Patronus Ark](https://github.com/patronus-protect/patronus-security)**, Patronus' open-source on-device
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  AI-security scanning library (L1 native rules → L2 NTDB cascade → L3 transformer).
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+ Ark is open source: [GitHub repository](https://github.com/patronus-protect/patronus-security) · [product page](https://patronus.studio/product/security-lib).
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+
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+ ## More information
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+
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+ - Blog post (EN): [Our AI-Security Model Zoo Is Now Open Source](https://patronus.studio/en/posts/our-ai-security-model-zoo-is-now-open-source)
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+ - Blogbeitrag (DE): [Unser AI-Security-Model-Zoo ist jetzt Open Source](https://patronus.studio/posts/unser-ai-security-model-zoo-ist-open-source)
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+ - Product page: [Patronus AI models](https://patronus.studio/product/ai-models)
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+ - Patronus Ark, the open-source scanning library this model runs in: [GitHub](https://github.com/patronus-protect/patronus-security) · [product page](https://patronus.studio/product/security-lib)
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+ - Patronus Protect, the on-device AI firewall: [patronus.studio](https://patronus.studio)
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  ---
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  ## 🛡️ Patronus Protect
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+ Brought to you by [Patronus Protect](https://patronus.studio), a local AI firewall that
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  secures every AI interaction, including prompts, tools and documents, before it reaches
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  your models.
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