Corrected framework guide docs (#3929)

* Corrected grammatical errors and typos

* Corrected formating issues

python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/agent-and-agent-runtime.ipynb

@@ -41,10 +41,10 @@
    "source": [
     "## Implementing an Agent\n",
     "\n",
-    "To implement an agent, developer must subclass the {py:class}`~autogen_core.base.BaseAgent` class\n",
+    "To implement an agent, the developer must subclass the {py:class}`~autogen_core.base.BaseAgent` class\n",
     "and implement the {py:meth}`~autogen_core.base.BaseAgent.on_message` method.\n",
     "This method is invoked when the agent receives a message. For example,\n",
-    "the following agent handles a simple message type and simply prints message it receives:"
+    "the following agent handles a simple message type and prints the message it receives:"
    ]
   },
   {
@@ -101,7 +101,7 @@
     "The factory function is expected to return an instance of the agent class \n",
     "on which the {py:meth}`~autogen_core.base.BaseAgent.register` class method is invoked.\n",
     "Read [Agent Identity and Lifecycles](../core-concepts/agent-identity-and-lifecycle.md)\n",
-    "about agent type an identity.\n",
+    "to learn more about agent type and identity.\n",
     "\n",
     "```{note}\n",
     "Different agent types can be registered with factory functions that return \n",

python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/command-line-code-executors.ipynb

@@ -71,7 +71,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Combining Application in Docker with a Docker based executor\n",
+    "### Combining an Application in Docker with a Docker based executor\n",
     "\n",
     "It is desirable to bundle your application into a Docker image. But then, how do you allow your containerised application to execute code in a different container?\n",
     "\n",

python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/distributed-agent-runtime.ipynb

@@ -40,11 +40,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The above code starts the host service in the background and accepting\n",
-    "worker connections at port 50051.\n",
+    "The above code starts the host service in the background and accepts\n",
+    "worker connections on port 50051.\n",
     "\n",
     "Before running worker runtimes, let's define our agent.\n",
-    "The agent publishes a new message on every message it receives.\n",
+    "The agent will publish a new message on every message it receives.\n",
     "It also keeps track of how many messages it has published, and \n",
     "stops publishing new messages once it has published 5 messages."
    ]

python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/logging.md

@@ -6,10 +6,10 @@ There are two kinds of logging:
 
 - **Trace logging**: This is used for debugging and is human readable messages to indicate what is going on. This is intended for a developer to understand what is happening in the code. The content and format of these logs should not be depended on by other systems.
     - Name: {py:attr}`~autogen_core.application.logging.TRACE_LOGGER_NAME`.
-- **Structured logging**: This logger emits structured events that can be consumed by other systems. The content and format of these logs should be can be depended on by other systems.
+- **Structured logging**: This logger emits structured events that can be consumed by other systems. The content and format of these logs can be depended on by other systems.
     - Name: {py:attr}`~autogen_core.application.logging.EVENT_LOGGER_NAME`.
     - See the module {py:mod}`autogen_core.application.logging.events` to see the available events.
-- {py:attr}`~autogen_core.application.logging.ROOT_LOGGER` can be used to enable or disable all logs at the same time.
+- {py:attr}`~autogen_core.application.logging.ROOT_LOGGER` can be used to enable or disable all logs.
 
 ## Enabling logging output
 

python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/message-and-communication.ipynb

@@ -477,7 +477,7 @@
    "metadata": {},
    "source": [
     "Subscriptions are registered with the agent runtime, either as part of\n",
-    "agent type's registeration or through a separate API method.\n",
+    "agent type's registration or through a separate API method.\n",
     "Here is how we register {py:class}`~autogen_core.components.TypeSubscription`\n",
     "for the receiving agent with the {py:meth}`~autogen_core.components.type_subscription` decorator,\n",
     "and for the broadcasting agent without the decorator."
@@ -544,7 +544,7 @@
     "However, when there is a single scope of publishing, that is, \n",
     "all agents publish and subscribe to all broadcasted messages,\n",
     "we can use the convenience classes {py:class}`~autogen_core.components.DefaultTopicId`\n",
-    "and {py:meth}`~autogen_core.components.default_subscription` to simply our code.\n",
+    "and {py:meth}`~autogen_core.components.default_subscription` to simplify our code.\n",
     "\n",
     "{py:class}`~autogen_core.components.DefaultTopicId` is\n",
     "for creating a topic that uses `\"default\"` as the default value for the topic type\n",

python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/model-clients.ipynb

@@ -18,11 +18,11 @@
     "## Built-in Model Clients\n",
     "\n",
     "Currently there are two built-in model clients:\n",
-    "{py:class}~autogen_ext.models.OpenAIChatCompletionClient` and\n",
+    "{py:class}`~autogen_ext.models.OpenAIChatCompletionClient` and\n",
     "{py:class}`~autogen_ext.models.AzureOpenAIChatCompletionClient`.\n",
     "Both clients are asynchronous.\n",
     "\n",
-    "To use the {py:class}~autogen_ext.models.OpenAIChatCompletionClient`, you need to provide the API key\n",
+    "To use the {py:class}`~autogen_ext.models.OpenAIChatCompletionClient`, you need to provide the API key\n",
     "either through the environment variable `OPENAI_API_KEY` or through the `api_key` argument."
    ]
   },
@@ -45,7 +45,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "You can call the {py:meth}~autogen_ext.models.OpenAIChatCompletionClient.create` method to create a\n",
+    "You can call the {py:meth}`~autogen_ext.models.OpenAIChatCompletionClient.create` method to create a\n",
     "chat completion request, and await for an {py:class}`~autogen_core.components.models.CreateResult` object in return."
    ]
   },
@@ -79,7 +79,7 @@
    "source": [
     "### Streaming Response\n",
     "\n",
-    "You can use the {py:meth}~autogen_ext.models.OpenAIChatCompletionClient.create_streaming` method to create a\n",
+    "You can use the {py:meth}`~autogen_ext.models.OpenAIChatCompletionClient.create_streaming` method to create a\n",
     "chat completion request with streaming response."
    ]
   },

python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/tools.ipynb

@@ -8,7 +8,7 @@
     "\n",
     "Tools are code that can be executed by an agent to perform actions. A tool\n",
     "can be a simple function such as a calculator, or an API call to a third-party service\n",
-    "such as stock price lookup and weather forecast.\n",
+    "such as stock price lookup or weather forecast.\n",
     "In the context of AI agents, tools are designed to be executed by agents in\n",
     "response to model-generated function calls.\n",
     "\n",