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- # Ratio1
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  **Decentralized AI infrastructure for builders and partner teams.**
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@@ -7,7 +7,20 @@ up control of their models, data paths, runtime, or economics.
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  [Website](https://ratio1.ai) • [GitHub](https://github.com/Ratio1) • [Documentation](https://github.com/Ratio1/docs)
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- [What we do](#what-we-do) • [How we do it](#how-we-do-it) • [Build with Ratio1](#build-with-ratio1) • [Why teams use Ratio1](#why-teams-use-ratio1)
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Positioning
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  - demos and static Spaces for product and partner narratives
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  - documentation links back to the `ratio1-docs` source
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- ### Public Models
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-
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- | Model | Task | Artifact | Status | Notes |
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- | --- | --- | --- | --- | --- |
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- | [`ratio1/edgeguard-cypher-qwen3-4b-v0.4-gguf`](https://huggingface.co/ratio1/edgeguard-cypher-qwen3-4b-v0.4-gguf) | EdgeGuard text-to-Cypher for cybersecurity graph investigation | GGUF Q4_K_M | Public release | Use behind an EdgeGuard read-only/schema validator. This model is intended to assist guarded graph-query workflows, not to execute arbitrary database operations. |
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- | [`ratio1/redmesh-cybersecqwen-4b-lora-v0.1`](https://huggingface.co/ratio1/redmesh-cybersecqwen-4b-lora-v0.1) | Defensive CVE/CWE and vulnerability triage | PEFT LoRA adapter | Experimental public release | Adapter-only release for research and reproducibility. Not production-promoted. |
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-
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- ### Public Datasets
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-
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- | Dataset | Task | Format | License | Notes |
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- | --- | --- | --- | --- | --- |
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- | [`ratio1/Drone_Detection_Survaillance`](https://huggingface.co/datasets/ratio1/Drone_Detection_Survaillance) | Drone object detection and surveillance imagery | Image and XML annotation files | CC-BY-NC-4.0 | Public computer-vision dataset with a declared train split. Dataset Viewer preview and parquet statistics may not be available for this file layout. |
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-
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  ### Use Notes
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  - Read each model or dataset card before use.
 
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+ Ratio1
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  **Decentralized AI infrastructure for builders and partner teams.**
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  [Website](https://ratio1.ai) • [GitHub](https://github.com/Ratio1) • [Documentation](https://github.com/Ratio1/docs)
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+ [Public models](#public-models) • [Public datasets](#public-datasets) • [What we do](#what-we-do) • [How we do it](#how-we-do-it) • [Build with Ratio1](#build-with-ratio1) • [Why teams use Ratio1](#why-teams-use-ratio1)
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+
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+ ## Public Models
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+
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+ | Model | Task | Artifact | Status | Notes |
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+ | --- | --- | --- | --- | --- |
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+ | [`ratio1/edgeguard-cypher-qwen3-4b-v0.4-gguf`](https://huggingface.co/ratio1/edgeguard-cypher-qwen3-4b-v0.4-gguf) | EdgeGuard text-to-Cypher for cybersecurity graph investigation | GGUF Q4_K_M | Public release | Use behind an EdgeGuard read-only/schema validator. This model is intended to assist guarded graph-query workflows, not to execute arbitrary database operations. |
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+ | [`ratio1/redmesh-cybersecqwen-4b-lora-v0.1`](https://huggingface.co/ratio1/redmesh-cybersecqwen-4b-lora-v0.1) | Defensive CVE/CWE and vulnerability triage | PEFT LoRA adapter | Experimental public release | Adapter-only release for research and reproducibility. Not production-promoted. |
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+
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+ ## Public Datasets
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+
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+ | Dataset | Task | Format | License | Notes |
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+ | --- | --- | --- | --- | --- |
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+ | [`ratio1/Drone_Detection_Survaillance`](https://huggingface.co/datasets/ratio1/Drone_Detection_Survaillance) | Drone object detection and surveillance imagery | Image and XML annotation files | CC-BY-NC-4.0 | Public computer-vision dataset with a declared train split. Dataset Viewer preview and parquet statistics may not be available for this file layout. |
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  ## Positioning
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  - demos and static Spaces for product and partner narratives
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  - documentation links back to the `ratio1-docs` source
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  ### Use Notes
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  - Read each model or dataset card before use.