diff --git a/docs/docs/Components/components-rag.md b/docs/docs/Components/components-rag.md
index d39eef27c..df4b5691f 100644
--- a/docs/docs/Components/components-rag.md
+++ b/docs/docs/Components/components-rag.md
@@ -6,26 +6,23 @@ slug: /components-rag
RAG (Retrieval-Augmented Generation) components process a user query by retrieving relevant documents and generating a concise summary that addresses the user's question.
-
### Vectara
+`Vectara` performs RAG using a Vectara corpus, including document retrieval, reranking results, and summary generation.
- `Vectara` performs RAG using a Vectara corpus, including document retrieval, reranking results, and summary generation.
+**Parameters:**
+- **Vectara Customer ID:** Customer ID.
+- **Vectara Corpus ID:** Corpus ID.
+- **Vectara API Key:** API key.
+- **Search Query:** User query.
+- **Lexical Interpolation:** How much to weigh lexical vs. embedding scores.
+- **Metadata Filters:** Filters to narrow down the search documents and parts.
+- **Reranker Type:** How to rerank the retrieved results.
+- **Number of Results to Rerank:** Maximum reranked results.
+- **Diversity Bias:** How much to diversify retrieved results (only for MMR reranker).
+- **Max Results to Summarize:** Maximum search results to provide to summarizer.
+- **Response Language:** The language code (use ISO 639-1 or 639-3 codes) of the summary.
+- **Prompt Name:** The summarizer prompt.
- **Parameters:**
-
- - **Vectara Customer ID:** Customer ID.
- - **Vectara Corpus ID:** Corpus ID.
- - **Vectara API Key:** API key.
- - **Search Query:** User query.
- - **Lexical Interpolation:** How much to weigh lexical vs. embedding scores.
- - **Metadata Filters:** Filters to narrow down the search documents and parts.
- - **Reranker Type:** How to rerank the retrieved results.
- - **Number of Results to Rerank:** Maximum reranked results.
- - **Diversity Bias:** How much to diversify retrieved results (only for MMR reranker).
- - **Max Results to Summarize:** Maximum search results to provide to summarizer.
- - **Response Language:** The language code (use ISO 639-1 or 639-3 codes) of the summary.
- - **Prompt Name:** The summarizer prompt.
-
- For more information, consult the [Vectara documentation](https://docs.vectara.com/docs)
+For more information, consult the [Vectara documentation](https://docs.vectara.com/docs)
diff --git a/docs/docs/Integrations/integrations-langwatch.md b/docs/docs/Integrations/integrations-langwatch.md
index 6c69f6250..53440e716 100644
--- a/docs/docs/Integrations/integrations-langwatch.md
+++ b/docs/docs/Integrations/integrations-langwatch.md
@@ -17,7 +17,7 @@ To integrate with Langflow, just add your LangWatch API as a Langflow environmen
## Step-by-step Configuration {#6f1d56ff6063417491d100d522dfcf1a}
-1. Obtain your LangWatch API key from [https://app.langwatch.com/](https://app.langwatch.com/)
+1. Obtain your LangWatch API key from [https://app.langwatch.ai/](https://app.langwatch.ai/)
2. Add the following key to Langflow .env file:
```shell
diff --git a/docs/docs/Settings/settings-global-variables.md b/docs/docs/Settings/settings-global-variables.md
index 33d727757..f6fb074e1 100644
--- a/docs/docs/Settings/settings-global-variables.md
+++ b/docs/docs/Settings/settings-global-variables.md
@@ -82,10 +82,7 @@ To prevent this behavior, set `LANGFLOW_STORE_ENVIRONMENT_VARIABLES` to `false`
-You can specify variables to get from the environment by listing them in `LANGFLOW_VARIABLES_TO_GET_FROM_ENVIRONMENT`.
-
-
-Specify variables as a comma-separated list (e.g., _`"VARIABLE1, VARIABLE2"`_) or a JSON-encoded string (e.g., _`'["VARIABLE1", "VARIABLE2"]'`_).
+You can specify variables to get from the environment by listing them in `LANGFLOW_VARIABLES_TO_GET_FROM_ENVIRONMENT`, as a comma-separated list (e.g., _`VARIABLE1, VARIABLE2`_).
The default list of variables includes the ones below and more:
diff --git a/docs/docs/Workspace/workspace-api.md b/docs/docs/Workspace/workspace-api.md
index 5e2237b8d..9873143d5 100644
--- a/docs/docs/Workspace/workspace-api.md
+++ b/docs/docs/Workspace/workspace-api.md
@@ -8,73 +8,106 @@ import ReactPlayer from "react-player";
The **API** section presents code templates for integrating your flow into external applications.
+

+
### cURL {#4eb287a8424349c4b0b436a6703de5f3}
+
The **cURL** tab displays sample code for posting a query to your flow. Modify the `input_value` to change your input message. Copy the code and run it to post a query to your flow and get the result.
+
### Python API {#fb7db14e6330418389562ef647aa2354}
+
The **Python API** tab displays code to interact with your flow using the Python HTTP requests library.
+
### Python Code {#7af87438549b4972907ac310a4193067}
+
The **Python Code** tab displays code to interact with your flow's `.json` file using the Langflow runtime.
+
### Tweaks {#5680600063724590ac2302b4ddeea867}
+
The **Tweaks** tab displays the available parameters for your flow. Modifying the parameters changes the code parameters across all windows. For example, changing the **Chat Input** component's `input_value` will change that value across all API calls.
+