chore: merge with main (#1432)

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Co-authored-by: Igor Ilic <igorilic03@gmail.com>
Co-authored-by: Igor Ilic <30923996+dexters1@users.noreply.github.com>
Co-authored-by: hajdul88 <52442977+hajdul88@users.noreply.github.com>
Co-authored-by: Gao,Wei <kaovip@gmail.com>
Co-authored-by: Vasilije <8619304+Vasilije1990@users.noreply.github.com>
Co-authored-by: Andrej Milicevic <milicevicandrej@yahoo.com>
Co-authored-by: Daulet Amirkhanov <damirkhanov01@gmail.com>
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@ -176,7 +176,19 @@ You can also cognify your files and query using cognee UI.
<img src="assets/cognee-new-ui.webp" width="100%" alt="Cognee UI 2"></a>
Try cognee UI by runnning ``` cognee-cli -ui ``` command on your terminal.
### Installation for UI
To use the cognee UI with full functionality, you need to install cognee with API dependencies:
```bash
pip install 'cognee[api]'
```
The UI requires backend server functionality (uvicorn and other API dependencies) which are not included in the default cognee installation to keep it lightweight.
### Running the UI
Try cognee UI by running ``` cognee-cli -ui ``` command on your terminal.
## Understand our architecture