diff --git a/docs/source/distribution_dev/building_distro.md b/docs/source/distribution_dev/building_distro.md
index 49daba71c..a5f09a1c7 100644
--- a/docs/source/distribution_dev/building_distro.md
+++ b/docs/source/distribution_dev/building_distro.md
@@ -1,4 +1,6 @@
-# Building a Llama Stack Distribution
+# Developer Guide: Assemble a Llama Stack Distribution
+
+> NOTE: This doc is out-of-date.
 
 This guide will walk you through the steps to get started with building a Llama Stack distributiom from scratch with your choice of API providers. Please see the [Getting Started Guide](./getting_started.md) if you just want the basic steps to start a Llama Stack distribution.
 
@@ -237,27 +239,3 @@ INFO:     Uvicorn running on http://[::]:5000 (Press CTRL+C to quit)
 > You might need to use the flag `--disable-ipv6` to  Disable IPv6 support
 
 This server is running a Llama model locally.
-
-## Step 4. Test with Client
-Once the server is setup, we can test it with a client to see the example outputs.
-
-```
-curl http://localhost:5000/inference/chat_completion \
--H "Content-Type: application/json" \
--d '{
-    "model": "Llama3.1-8B-Instruct",
-    "messages": [
-        {"role": "system", "content": "You are a helpful assistant."},
-        {"role": "user", "content": "Write me a 2 sentence poem about the moon"}
-    ],
-    "sampling_params": {"temperature": 0.7, "seed": 42, "max_tokens": 512}
-}'
-
-Output:
-{'completion_message': {'role': 'assistant',
-  'content': 'The moon glows softly in the midnight sky, \nA beacon of wonder, as it catches the eye.',
-  'stop_reason': 'out_of_tokens',
-  'tool_calls': []},
- 'logprobs': null}
-
-```
diff --git a/docs/source/distribution_dev/index.md b/docs/source/distribution_dev/index.md
new file mode 100644
index 000000000..3b7f3b01d
--- /dev/null
+++ b/docs/source/distribution_dev/index.md
@@ -0,0 +1,19 @@
+# Llama Stack Developer Guide
+
+## Key Concepts
+
+### API Provider
+A Provider is what makes the API real -- they provide the actual implementation backing the API.
+
+As an example, for Inference, we could have the implementation be backed by open source libraries like `[ torch | vLLM | TensorRT ]` as possible options.
+
+A provider can also be just a pointer to a remote REST service -- for example, cloud providers or dedicated inference providers could serve these APIs.
+
+### Distribution
+A Distribution is where APIs and Providers are assembled together to provide a consistent whole to the end application developer. You can mix-and-match providers -- some could be backed by local code and some could be remote. As a hobbyist, you can serve a small model locally, but can choose a cloud provider for a large model. Regardless, the higher level APIs your app needs to work with don't need to change at all. You can even imagine moving across the server / mobile-device boundary as well always using the same uniform set of APIs for developing Generative AI applications.
+
+```{toctree}
+:maxdepth: 1
+
+building_distro
+```
diff --git a/docs/source/getting_started/developer_cookbook.md b/docs/source/getting_started/developer_cookbook.md
index a85055a39..3aef150a5 100644
--- a/docs/source/getting_started/developer_cookbook.md
+++ b/docs/source/getting_started/developer_cookbook.md
@@ -13,13 +13,13 @@ Based on your developer needs, below are references to guides to help you get st
 * Developer Need: I want to start a local Llama Stack server with my GPU using meta-reference implementations.
 * Effort: 5min
 * Guide:
-  - Please see our [Getting Started Guide](./getting_started.md) on starting up a meta-reference Llama Stack server.
+  - Please see our [meta-reference-gpu](https://llama-stack.readthedocs.io/en/latest/getting_started/distributions/meta-reference-gpu.html) on starting up a meta-reference Llama Stack server.
 
 ### Llama Stack Server with Remote Providers
 * Developer need: I want a Llama Stack distribution with a remote provider.
 * Effort: 10min
 * Guide
-  - Please see our [Distributions Guide](../../../distributions/) on starting up distributions with remote providers.
+  - Please see our [Distributions Guide](https://llama-stack.readthedocs.io/en/latest/getting_started/distributions/index.html) on starting up distributions with remote providers.
 
 
 ### On-Device (iOS) Llama Stack
@@ -38,4 +38,4 @@ Based on your developer needs, below are references to guides to help you get st
 * Developer Need: I want to add a new API provider to Llama Stack.
 * Effort: 3hr
 * Guide
-  - Please see our [Adding a New API Provider](./new_api_provider.md) guide for adding a new API provider.
+  - Please see our [Adding a New API Provider](https://llama-stack.readthedocs.io/en/latest/api_providers/new_api_provider.html) guide for adding a new API provider.
diff --git a/docs/source/getting_started/index.md b/docs/source/getting_started/index.md
index 52e2ad514..eb1d404ce 100644
--- a/docs/source/getting_started/index.md
+++ b/docs/source/getting_started/index.md
@@ -52,8 +52,8 @@ If so, we suggest:
     - [Docker](https://llama-stack.readthedocs.io/en/latest/getting_started/distributions/together.html#docker-start-the-distribution-single-node-cpu)
     - [Conda](https://llama-stack.readthedocs.io/en/latest/getting_started/distributions/together.html#conda-llama-stack-run-single-node-cpu)
   - `distribution-fireworks`:
-    - [Docker]()
-    - [Conda]()
+    - [Docker](https://llama-stack.readthedocs.io/en/latest/getting_started/distributions/fireworks.html)
+    - [Conda](https://llama-stack.readthedocs.io/en/latest/getting_started/distributions/fireworks.html#conda-llama-stack-run-single-node-cpu)
 
 
 ## Build Your Llama Stack App