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docs: add official Zenodo DOI 10.5281/zenodo.22856047 and citation

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  1. README.md +4 -2
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@@ -38,6 +38,7 @@ widget:
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  Rather than increasing parameter count to memorize factual records inside dense neural weights, AViGPT separates syntactic reasoning from factual storage. It couples a compact 183M reasoning core with a dedicated local NVMe SSD hardware memory bus. The model emits explicit control tokens to pause inference, execute sub-millisecond SQLite FTS5 full-text lookups on local storage, inject verified records into context, and complete generations with verified factual precision.
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  * **Author:** Avinash Ricky Yadlapalli ([@AvinashRicky](https://huggingface.co/AvinashRicky))
 
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  * **Code Repository:** [GitHub - Avinashricky211/AviGPT](https://github.com/Avinashricky211/AviGPT)
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  * **License:** MIT Open Source License
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@@ -214,8 +215,9 @@ print(f"Total Response Latency: {metrics['total_latency_s']:.2f} s")
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  title={AViGPT: Decoupling Neural Reasoning from Parametric Memory via a Sub-Millisecond Native NVMe Hardware Bus},
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  author={Avinash Ricky Yadlapalli},
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  year={2026},
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- journal={AViGPT Technical Report},
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- howpublished={\url{https://huggingface.co/AvinashRicky/AViGPT}},
 
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  url={https://github.com/Avinashricky211/AviGPT}
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  }
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  ```
 
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  Rather than increasing parameter count to memorize factual records inside dense neural weights, AViGPT separates syntactic reasoning from factual storage. It couples a compact 183M reasoning core with a dedicated local NVMe SSD hardware memory bus. The model emits explicit control tokens to pause inference, execute sub-millisecond SQLite FTS5 full-text lookups on local storage, inject verified records into context, and complete generations with verified factual precision.
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  * **Author:** Avinash Ricky Yadlapalli ([@AvinashRicky](https://huggingface.co/AvinashRicky))
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+ * **DOI:** [10.5281/zenodo.22856047](https://doi.org/10.5281/zenodo.22856047)
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  * **Code Repository:** [GitHub - Avinashricky211/AviGPT](https://github.com/Avinashricky211/AviGPT)
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  * **License:** MIT Open Source License
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  title={AViGPT: Decoupling Neural Reasoning from Parametric Memory via a Sub-Millisecond Native NVMe Hardware Bus},
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  author={Avinash Ricky Yadlapalli},
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  year={2026},
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+ journal={Zenodo},
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+ doi={10.5281/zenodo.22856047},
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+ howpublished={\url{https://doi.org/10.5281/zenodo.22856047}},
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  url={https://github.com/Avinashricky211/AviGPT}
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  }
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  ```