Add documentations for building applications and with some content for agentic loop

docs/source/getting_started/index.md

@@ -19,16 +19,17 @@ export LLAMA_STACK_PORT=5001
 ollama run $OLLAMA_INFERENCE_MODEL --keepalive 60m
 ```
 
-By default, Ollama keeps the model loaded in memory for 5 minutes which can be too short. We set the `--keepalive` flag to 60 minutes to enspagents/agenure the model remains loaded for sometime.
+By default, Ollama keeps the model loaded in memory for 5 minutes which can be too short. We set the `--keepalive` flag to 60 minutes to ensure the model remains loaded for sometime.
 
 
 ### 2. Start the Llama Stack server
 
 Llama Stack is based on a client-server architecture. It consists of a server which can be configured very flexibly so you can mix-and-match various providers for its individual API components -- beyond Inference, these include Memory, Agents, Telemetry, Evals and so forth.
 
+To get started quickly, we provide various Docker images for the server component that work with different inference providers out of the box. For this guide, we will use `llamastack/distribution-ollama` as the Docker image.
+
 ```bash
-docker run \
-  -it \
+docker run -it \
   -p $LLAMA_STACK_PORT:$LLAMA_STACK_PORT \
   -v ~/.llama:/root/.llama \
   llamastack/distribution-ollama \
@@ -42,8 +43,7 @@ Configuration for this is available at `distributions/ollama/run.yaml`.
 
 ### 3. Use the Llama Stack client SDK
 
-You can interact with the Llama Stack server using the `llama-stack-client` CLI or via the Python SDK.
-
+You can interact with the Llama Stack server using various client SDKs. We will use the Python SDK which you can install using:
 ```bash
 pip install llama-stack-client
 ```
@@ -123,7 +123,6 @@ async def run_main():
 
     agent = Agent(client, agent_config)
     session_id = agent.create_session("test-session")
-    print(f"Created session_id={session_id} for Agent({agent.agent_id})")
     user_prompts = [
         (
             "I am attaching documentation for Torchtune. Help me answer questions I will ask next.",
@@ -154,3 +153,10 @@ if __name__ == "__main__":
 - Learn how to [Build Llama Stacks](../distributions/index.md)
 - See [References](../references/index.md) for more details about the llama CLI and Python SDK
 - For example applications and more detailed tutorials, visit our [llama-stack-apps](https://github.com/meta-llama/llama-stack-apps/tree/main/examples) repository.
+
+
+## Thinking out aloud here in terms of what to write in the docs
+
+- how to get a llama stack server running
+- what are all the different client sdks
+- what are the components of building agents