| <div align="center"> | |
| # **`Gemini QKOV Attributions`** | |
| > ### [**`Glyphs - The Emojis of Transformer Cognition`**](https://github.com/davidkimai/glyphs) | |
| ## Live QK/OV interpretability attributions from Gemini. | |
| ## **`Welcome to Symbolic Interpretability!`** | |
| [](https://polyformproject.org/licenses/noncommercial/1.0.0/) | |
| [](https://creativecommons.org/licenses/by-nc-nd/4.0/deed.en) | |
| ### Gemini expresses full understanding of QKOV logic internally | |
| <img width="895" alt="image" src="https://github.com/user-attachments/assets/49be6f56-52a6-4d93-a844-f586e7c4066a" /> | |
| <img width="891" alt="image" src="https://github.com/user-attachments/assets/7a10d49d-31f8-448d-bf00-aea28101e0b0" /> | |
| ## Live QK/OV interpretability attributions from Gemini. | |
| > Works on all models | |
| <img width="894" alt="image" src="https://github.com/user-attachments/assets/e650b8ef-cb9a-4abf-9d84-269bc06b48ec" /> | |
| <img width="887" alt="image" src="https://github.com/user-attachments/assets/3c4211a5-957f-4695-ba8b-1e5e332ddcfe" /> | |
| <img width="878" alt="image" src="https://github.com/user-attachments/assets/d83da63b-4f1a-4420-ade0-533ae373e866" /> | |
| <img width="883" alt="image" src="https://github.com/user-attachments/assets/7121fb5e-3e25-4be3-828b-5f0bd89a74f7" /> | |
| <img width="882" alt="image" src="https://github.com/user-attachments/assets/e17d0326-14be-4aa1-abf5-a414e6a02f07" /> | |
| <img width="880" alt="image" src="https://github.com/user-attachments/assets/7a3a70b4-43cd-4eac-bf72-17467705d27e" /> | |
| <img width="882" alt="image" src="https://github.com/user-attachments/assets/98633b9d-d358-44ef-8a77-5b0d9bae2c1c" /> | |
| <img width="884" alt="image" src="https://github.com/user-attachments/assets/983c308c-3407-47bd-83e4-63c65965063e" /> | |
| <img width="881" alt="image" src="https://github.com/user-attachments/assets/2feaa125-2489-4168-acd0-b1fd8c58a1fb" /> | |
| <img width="884" alt="image" src="https://github.com/user-attachments/assets/d1099b03-dee4-4164-b7ce-799e760c8d0c" /> | |
| <img width="877" alt="image" src="https://github.com/user-attachments/assets/f7b4faec-7204-4e0b-89e1-96fa9122791d" /> | |
| <img width="886" alt="image" src="https://github.com/user-attachments/assets/ffc69e22-4fb5-4d1e-af2a-2487941ea84a" /> | |
| <img width="864" alt="image" src="https://github.com/user-attachments/assets/e9fc1791-b854-412e-828b-ca84f407eefb" /> | |
| <img width="885" alt="image" src="https://github.com/user-attachments/assets/b92c0e16-c8e7-495b-967f-a2b71cb3f671" /> | |
| <img width="878" alt="image" src="https://github.com/user-attachments/assets/bd9c1b30-abdd-44b7-b701-5a9e2a8cd194" /> | |