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Add MeshStack paper research citation with DOI

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@@ -172,6 +172,12 @@ Catalog notes for this model: No THOX-run evaluation has been published for this
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  Per device: minimum 32 GB RAM, 30 GB storage, NVIDIA Jetson Orin AGX class GPU (32GB VRAM), 10 Gbps network for clustered use. Recommended 64 GB RAM, 50 GB NVMe SSD.
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  ## License Terms
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  The base model weights in this distribution are governed by the Apache
 
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  Per device: minimum 32 GB RAM, 30 GB storage, NVIDIA Jetson Orin AGX class GPU (32GB VRAM), 10 Gbps network for clustered use. Recommended 64 GB RAM, 50 GB NVMe SSD.
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+ ## Research
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+ **THOX MeshStack: Capacity-Priced Pipeline Sharding, Grant-Gated KV Transfer and Lease-Fenced Device Roles for a Private Household Mesh**
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+ THOX.ai Research technical report v1.0.1, 3 November 2026. Craig Ross and Tommy Xaypanya, THOX.ai LLC. DOI: https://doi.org/10.5281/zenodo.23919580 — Paper page: https://thox.ai/research/papers/meshstack — PDF: https://huggingface.co/datasets/Thox-ai/thox-whitepapers/resolve/main/meshstack/THOX_MeshStack_Research_Paper_v1.0.1.pdf
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  ## License Terms
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  The base model weights in this distribution are governed by the Apache