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### Motivation and Context <!-- Thank you for your contribution to the semantic-kernel repo! Please help reviewers and future users, providing the following information: 1. Why is this change required? 2. What problem does it solve? 3. What scenario does it contribute to? 4. If it fixes an open issue, please link to the issue here. --> ### Description <!-- Describe your changes, the overall approach, the underlying design. These notes will help understanding how your code works. Thanks! --> https://github.com/microsoft/semantic-kernel/issues/3897 In this PR, I updated the notebooks to use the latest version of the python SDK. To make the notebooks work, I need to: 1. Use keyword arguments 2. Change the default value in the `ContextVariables` from `int/float` to `str` 3. Update `TextMemorySkill` 4. Update some inputs, such as `ChatMessage` I have noted some inconsistency issues in the https://github.com/microsoft/semantic-kernel/issues/3897 ### Contribution Checklist <!-- Before submitting this PR, please make sure: --> - [x] The code builds clean without any errors or warnings - [x] The PR follows the [SK Contribution Guidelines](https://github.com/microsoft/semantic-kernel/blob/main/CONTRIBUTING.md) and the [pre-submission formatting script](https://github.com/microsoft/semantic-kernel/blob/main/CONTRIBUTING.md#development-scripts) raises no violations - [x] All unit tests pass, and I have added new tests where possible - [x] I didn't break anyone 😄 --------- Co-authored-by: Huijing Huang <[email protected]> Co-authored-by: Evan Mattson <[email protected]>