Fix and Update Readme. Delete old Demo from Repository

Readme.md

@@ -57,7 +57,7 @@ https://user-images.githubusercontent.com/6413477/184735169-92c78bf1-d827-4663-9
 
 ### Analysis
 
-- The top result does not have any words used in the query
+- The results do not have any words used in the query
   - *Based on the top result it seems the re-ranking model understands that Emacs is an editor?*
 - The results incrementally update as the query is entered
 - The results are re-ranked, for better accuracy, once user hits enter
@@ -72,21 +72,21 @@ https://user-images.githubusercontent.com/6413477/184735169-92c78bf1-d827-4663-9
 
 ## Setup
 ### 1. Install
+
 ```shell
 pip install khoj-assistant
 ```
 
 ### 2. Start App
+
 ```shell
 khoj
 ```
 
 ### 3. Configure
 
-  1. Enable content types and point to files to search in the First Run Screen that pops up on app start*
-  2. Click configure* and wait. The app will load ML model, generates embeddings and exposes the search API
-
-  ![](https://github.com/debanjum/khoj/blob/master/docs/desktop_interface.png)
+1. Enable content types and point to files to search in the First Run Screen that pops up on app start
+2. Click configure and wait. The app will load ML model, generates embeddings and expose the search API
 
 ## Use
 
@@ -96,9 +96,10 @@ https://user-images.githubusercontent.com/6413477/184735169-92c78bf1-d827-4663-9
   - [Install](https://github.com/debanjum/khoj/tree/master/src/interface/emacs#installation) [khoj.el](./src/interface/emacs/khoj.el)
   - Run `M-x khoj <user-query>`
 - **Khoj via API**
-  - See the FastAPI [Swagger Docs](http://localhost:8000/docs), [ReDocs](http://localhost:8000/redocs)
+  - See the Khoj FastAPI [Swagger Docs](http://localhost:8000/docs), [ReDocs](http://localhost:8000/redocs)
 
 ## Upgrade
+
 ```shell
 pip install --upgrade khoj-assistant
 ```
@@ -106,17 +107,17 @@ pip install --upgrade khoj-assistant
 ## Troubleshoot
 
 - Symptom: Errors out complaining about Tensors mismatch, null etc
-  - Mitigation: Disable `image` section on the desktop GUI
-
+  - Mitigation: Disable `image` search on the desktop GUI
 - Symptom: Errors out with \"Killed\" in error message in Docker
   - Fix: Increase RAM available to Docker Containers in Docker Settings
   - Refer: [StackOverflow Solution](https://stackoverflow.com/a/50770267), [Configure Resources on Docker for Mac](https://docs.docker.com/desktop/mac/#resources)
 
 ## Miscellaneous
 
-- The experimental [chat](localhost:8000/chat) API endpoint uses the [OpenAI API](https://openai.com/api/)
+- The beta [chat](http://localhost:8000/beta/chat) and [search](http://localhost:8000/beta/search) API endpoints use [OpenAI API](https://openai.com/api/)
   - It is disabled by default
   - To use it add your `openai-api-key` via the app configure screen
+  - Warning: *If you use the above beta APIs, your query and top result(s) will be sent to OpenAI for processing*
 
 ## Performance
 
@@ -142,18 +143,22 @@ pip install --upgrade khoj-assistant
 ### Setup
 #### Using Pip
 ##### 1. Install
+
 ```shell
 git clone https://github.com/debanjum/khoj && cd khoj
 python3 -m venv .venv && source .venv/bin/activate
 pip install -e .
 ```
+
 ##### 2. Configure
+
 - Copy the `config/khoj_sample.yml` to `~/.khoj/khoj.yml`
 - Set `input-files` or `input-filter` in each relevant `content-type` section of `~/.khoj/khoj.yml`
   - Set `input-directories` field in `image` `content-type` section
 - Delete `content-type` and `processor` sub-section(s) irrelevant for your use-case
 
 ##### 3. Run
+
 ```shell
 khoj -vv
 ```
@@ -239,7 +244,6 @@ conda activate khoj
 ```
 
 ### Test
-
 ```shell
 pytest
 ```