Merge pull request #245 from deepset-ai/fix-notebook

Fix llama-stack notebook (continued)

Author: bilgeyucel

notebooks/llama_stack_with_agent.ipynb

@@ -7,7 +7,7 @@
         "# 🛠️🦙 Build with Llama Stack and Haystack Agent\n",
         "\n",
         "\n",
-        "This notebook demonstrates how to use the `LlamaStackChatGenerator` component with Haystack `Agent` to enable function calling capabilities. We'll create a simple weather tool that the `Agent` can call to provide dynamic, up-to-date information.\n",
+        "This notebook demonstrates how to use the `LlamaStackChatGenerator` component with Haystack [Agent](https://docs.haystack.deepset.ai/docs/agent) to enable function calling capabilities. We'll create a simple weather tool that the `Agent` can call to provide dynamic, up-to-date information.\n",
         "\n",
         "We start with installing integration package."
       ]
@@ -45,7 +45,7 @@
       "source": [
         "## Defining a Tool\n",
         "\n",
-        "Tools in Haystack allow models to call functions to get real-time information or perform actions. Let's create a simple weather tool that the model can use to provide weather information.\n"
+        "[Tool](https://docs.haystack.deepset.ai/docs/tool) in Haystack allow models to call functions to get real-time information or perform actions. Let's create a simple weather tool that the model can use to provide weather information.\n"
       ]
     },
     {
@@ -86,7 +86,7 @@
       "source": [
         "## Setting Up Agent\n",
         "\n",
-        "Now let's create a `LlamaStackChatGenerator` and pass it to the `Agent`.\n"
+        "Now, let's create a `LlamaStackChatGenerator` and pass it to the `Agent`. The Agent component will use the model running with `LlamaStackChatGenerator` to reason and make decisions.\n"
       ]
     },
     {
@@ -120,7 +120,7 @@
       "source": [
         "## Using Tools with the Agent\n",
         "\n",
-        "Now, when we ask questions, the `Agent` will utilize both the provided `tool` and the `LlamaStackChatGenerator` to generate answers. We enable the streaming in Agent, so that you can observe the tool calls and the tool results in real time.\n"
+        "Now, when we ask questions, the `Agent` will utilize both the provided `tool` and the `LlamaStackChatGenerator` to generate answers. We enable the streaming in `Agent` through `streaming_callback`, so you can observe the tool calls and results in real time.\n"
       ]
     },
     {
@@ -195,9 +195,9 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "If you want to switch your model provider, you can reuse the same `LlamaStackChatGenerator` code with different providers. Simply run the desired inference provider on the Llama Stack Server and update the model name during the initialization of `LlamaStackChatGenerator`.\n",
+        "If you want to switch your model provider, you can reuse the same `LlamaStackChatGenerator` code with different providers. Simply run the desired inference provider on the Llama Stack Server and update the `model` name during the initialization of `LlamaStackChatGenerator`.\n",
         "\n",
-        "For more details on available inference providers, see (Llama Stack docs)[https://llama-stack.readthedocs.io/en/latest/providers/inference/index.html]."
+        "For more details on available inference providers, see [Llama Stack docs](https://llama-stack.readthedocs.io/en/latest/providers/inference/index.html)."
       ]
     }
   ],