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@@ -70,6 +70,14 @@ AISAK-O exhibits exemplary performance in multimodal tasks, surpassing conventio
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  AISAK-O is actively deployed within the AISAK ecosystem. Ongoing updates and enhancements are planned to further refine its capabilities and performance.
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  ### Caveats:
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  - Users should verify critical decisions based on AISAK-O’s outputs, especially in high-stakes scenarios, to ensure accuracy and reliability.
 
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  AISAK-O is actively deployed within the AISAK ecosystem. Ongoing updates and enhancements are planned to further refine its capabilities and performance.
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+ ## Beta Testing:
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+
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+ ```python
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+ # please select 1 ≥ photo(s)
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+ pip install aisak==2.1.2
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+ pip3 install --no-cache-dir git+https://github.com/huggingface/transformers@19e6e80e10118f855137b90740936c0b11ac397f
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+ import aisak.aisak
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+ ```
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  ### Caveats:
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  - Users should verify critical decisions based on AISAK-O’s outputs, especially in high-stakes scenarios, to ensure accuracy and reliability.