diff --git a/docs/tutorial/images.md b/docs/tutorial/images.md
index f0a3af8..7a2944e 100644
--- a/docs/tutorial/images.md
+++ b/docs/tutorial/images.md
@@ -55,13 +55,47 @@ ComfyUI provides an alternative interface for managing and interacting with imag
 
 ### Configuring Open WebUI
 
-1. In Open WebUI, navigate to the **Admin Panel** > **Settings** > **Images** menu.
+1. Navigate to the **Admin Panel** > **Settings** > **Images** menu in Open WebUI.
 2. Set the `Image Generation Engine` field to `ComfyUI`.
 3. In the API URL field, enter the address where ComfyUI's API is accessible:
    ```
    http://<your_comfyui_address>:8188/
    ```
    Set the environment variable `COMFYUI_BASE_URL` to this address to ensure proper integration.
+4. Verify the connection.
+5. Save changes.
+
+## Configuring for FLUX-Schnell & Flux-Dev models:
+To enable ComfyUI Flux mode, add the following environment variables to your Docker-compose.yml file for Open WebUI: 
+```yaml
+COMFYUI_BASE_URL="http://host.docker.internal:8188"
+COMFYUI_CFG_SCALE="3.5"
+COMFYUI_SAMPLER="euler"
+COMFYUI_SCHEDULER="simple"
+COMFYUI_SD3="false"
+COMFYUI_FLUX="true" # Enables ComfyUI Flux mode.
+COMFYUI_FLUX_WEIGHT_DTYPE="fp8_e4m3fn" # Ignored if Flux is not enabled. Sets the weight precision for Flux.
+COMFYUI_FLUX_FP8_CLIP="true # Enable 8-bit precision for the Flux text encoder.
+```
+
+**Important Notes:**
+
+* Flux mode has a completely different workflow that is not compatible with other models. Make sure you understand the implications before enabling it.
+* A recent version of ComfyUI is required.
+* Specific model checkpoints and files must be present in your ComfyUI installation.
+
+### Model Checkpoints and Files
+
+The following files are required for Flux mode:
+
+* Model checkpoints (sft extension) in both `models/checkpoints` and `models/unet` directories. You can download the Flux variant from the [black-forest-labs HuggingFace page](https://huggingface.co/black-forest-labs).
+* `clip_l.safetensors` in the `models/clip` directory. Download from [here](https://huggingface.co/comfyanonymous/flux_text_encoders/tree/main).
+* `t5xxl_fp16.safetensors` in the `models/clip` directory, unless `COMFYUI_FLUX_FP8_CLIP` is enabled. Download from [here](https://huggingface.co/comfyanonymous/flux_text_encoders/tree/main).
+* `ae.sft` in the `models/vae` directory. Download from [here](https://huggingface.co/black-forest-labs/FLUX.1-schnell/blob/main/ae.safetensors).
+
+**Additional Requirements:**
+
+* If `COMFYUI_FLUX_FP8_CLIP` is set to `true`, the `t5xxl_fp8_e4m3fn.safetensors` file must exist in the `models/clip` directory. Download from [here](https://huggingface.co/comfyanonymous/flux_text_encoders/tree/main).
 
 ## OpenAI DALL·E
 
diff --git a/docs/tutorial/web_search.md b/docs/tutorial/web_search.md
index 9cf8662..3beed30 100644
--- a/docs/tutorial/web_search.md
+++ b/docs/tutorial/web_search.md
@@ -5,11 +5,15 @@ title: "Web Search"
 
 # Web Search
 
+## Overview
+
+This guide provides instructions on how to set up web search capabilities in Open WebUI using various search engines.
+
 ## SearXNG (Docker)
 
-This guide outlines how to connect SearXNG to Open WebUI for web search capabilities.
+SearXNG is a metasearch engine that aggregates results from multiple search engines.
 
-### 1. Searxng Configuration
+### 1. SearXNG Configuration
 
 Create a folder named `searxng` in the same directory as your compose files. This folder will contain your Searxng configuration files. Refer to the [Searxng documentation](https://docs.searxng.org/) for configuration instructions.
 
@@ -150,9 +154,15 @@ You can run SearXNG directly using `docker run`:
 docker run -d --name searxng -p 8080:8080 -v ./searxng:/etc/searxng --restart always searxng/searxng:latest
 ```
 
-### 4. GUI configuration
+### 4. GUI Configuration
+
+1. Navigate to: `Admin Panel` -> `Settings` -> `Web Search`
+2. Toggle `Enable Web Search`
+3. Set `Web Search Engine` from dropdown menu to `searxng`
+4. Set `Searxng Query URL` to examples given: `https://<search.domain.com>/search?q=<query>` or `http://<searxng.local>/search?q=<query>`. **Do note the `/search?q=<query>` part is mandatory.**
+5. Adjust the `Search Result Count` and `Concurrent Requests` values accordingly
+6. Save changes
 
-Navigate to **Admin Settings > Web Search**:
 ![SearXNG GUI Configuration](/img/tutorial_searxng_config.png)
 
 ### 5. Using Web Search in a Chat
@@ -165,12 +175,14 @@ Here you can toggle Web Search On/Off.
 
 #### Note
 
-You will have to expicitly toggle this On/Off in a chat.
+You will have to explicitly toggle this On/Off in a chat.
 
 This is enabled on a per session basis eg. reloading the page, changing to another chat will toggle off.
 
 ## Google PSE API
 
+### Setup
+
 1. Go to Google Developers, use [Programmable Search Engine](https://developers.google.com/custom-search), and log on or create account.
 2. Go to [control panel](https://programmablesearchengine.google.com/controlpanel/all) and click `Add` button
 3. Enter a search engine name, set the other properties to suit your needs, verify you're not a robot and click `Create` button.
@@ -178,7 +190,7 @@ This is enabled on a per session basis eg. reloading the page, changing to anoth
 5. With `API key` and `Search engine ID`, open `Open WebUI Admin panel` and click `Settings` tab, and then click `Web Search`
 6. Enable `Web search` and Set `Web Search Engine` to `google_pse`
 7. Fill `Google PSE API Key` with the `API key` and `Google PSE Engine Id` (# 4)
-8. click `Save`
+8. Click `Save`
 
 ![Open WebUI Admin panel](../../static/img/tutorial_google_pse1.png)
 
@@ -195,7 +207,7 @@ Search the web ;-)
 
 ## Brave API
 
-###  Docker Compose Setup
+### Docker Compose Setup
 
 Add the following to a file named `docker-compose.yaml`: