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.Net & Python: Fix broken links in notebooks (microsoft#5698)
### 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. --> I have fixed broken links found in the `06-memory-and-embeddings.ipynb` in `notebooks` (both in the `python` and `dotnet`). ### Description <!-- Describe your changes, the overall approach, the underlying design. These notes will help understanding how your code works. Thanks! --> please see the `Files Changed` tab. ### 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 - [ ] All unit tests pass, and I have added new tests where possible - [x] I didn't break anyone 😄 Co-authored-by: Mark Wallace <[email protected]>
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dotnet/notebooks/06-memory-and-embeddings.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Let's now revisit our chat sample from the [previous notebook](04-context-variables-chat.ipynb).\n",
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"Let's now revisit our chat sample from the [previous notebook](04-kernel-arguments-chat.ipynb).\n",
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"If you remember, we used kernel arguments to fill the prompt with a `history` that continuously got populated as we chatted with the bot. Let's add also memory to it!"
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]
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python/notebooks/06-memory-and-embeddings.ipynb

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"So far, we've mostly been treating the kernel as a stateless orchestration engine.\n",
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"We send text into a model API and receive text out.\n",
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"\n",
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"In a [previous notebook](04-context-variables-chat.ipynb), we used `context variables` to pass in additional\n",
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"text into prompts to enrich them with more context. This allowed us to create a basic chat experience.\n",
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"In a [previous notebook](04-kernel-arguments-chat.ipynb), we used `kernel arguments` to pass in additional\n",
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"text into prompts to enrich them with more data. This allowed us to create a basic chat experience.\n",
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"\n",
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"However, if you solely relied on context variables, you would quickly realize that eventually your prompt\n",
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"However, if you solely relied on kernel arguments, you would quickly realize that eventually your prompt\n",
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"would grow so large that you would run into the model's token limit. What we need is a way to persist state\n",
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"and build both short-term and long-term memory to empower even more intelligent applications.\n",
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"\n",

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