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@@ -19,6 +19,7 @@ Designed for Banking and Fintech Institutions
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  **Banks and Fintech** JiRack Architecture: Build Sovereign Financial Models from Scratch
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  - Leveraging the JiRack Tokenizer and our Open Dataset, we enable financial institutions to develop secure, internal AI models from the ground up. This approach ensures maximum data privacy and model sovereignty for high-stakes banking operations.
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  - There is fix price for FinTech
 
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  **JiRack Corp Tokenizer solution**
 
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  **Banks and Fintech** JiRack Architecture: Build Sovereign Financial Models from Scratch
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  - Leveraging the JiRack Tokenizer and our Open Dataset, we enable financial institutions to develop secure, internal AI models from the ground up. This approach ensures maximum data privacy and model sovereignty for high-stakes banking operations.
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  - There is fix price for FinTech
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+ - I recommend initializing the model with a 4K context window for initial stability, followed by scaling to 8K context using specialized JiRack 8K datasets. This two-stage approach ensures robust positional encoding before extending the model's long-range dependency.
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  **JiRack Corp Tokenizer solution**