changed associated with shutting down website with backend live

README.md

@@ -7,10 +7,17 @@ This is currently an experiment on the weekends when I have a little time type o
 
 *Update: latest experimental results with agent can be found here: https://justingosses.github.io/LAGDAL/experiments/ *
 
+## Status
+### The backend has been shutdown. The full version that was at https://app-lagdal.azurewebsites.net/ is no longer operational
+You can still use this repository to stand up your own version, but you'll need to set up OPENAI and BING Maps API keys 
+and you may need to update the code to use new models or OPENAI API endpoints as those get deprecated over time.
 
-#### Try it live: https://app-lagdal.azurewebsites.net/ (note the backend of this is no longer working to save $$)
+I do not plan any additional development on this at this time, but feel free to ping me in issues or email 
+if you have any questions or ideas. 
 
-#### Try website with only front-end: https://justingosses.github.io/LAGDAL/frontend/
+My thoughts on this project were written up in a blog post at: https://justingosses.com/blog/LLM-AI-bot-for-geology-field-trips-PostMortem
+
+#### You can see the website with front-end only operational: https://justingosses.github.io/LAGDAL/frontend/
 
 ### Purpose
 The purpose of this project is to see to what degree a description of the local geology like what you might hear 

frontend/index.html

@@ -11,7 +11,7 @@
         <h1 class="title">Experimental Field Trip Planning Productivity Tool</h1>
     </div>
     <div>
-        <p style="margin-left:1rem;color:red;"> NOTE: This is in progress! Work will continue. Things don't all work yet.</p>
+        <p style="margin-left:1rem;color:red;"> NOTE: The backend has been shutdown. The full version that was at https://app-lagdal.azurewebsites.net/ is no longer operational</p>
         <p style="margin-left:1rem;color:red;">To help explore for outcrops in an area you'll be in, use the topographic map to identify where
              their could be cliffs, road cuts, or other types of exposed rock. Clicking on a point will bring up 
             details on the bedrock geology near the surface based on the Macrostrat API. If a Google Streetview

requirements.txt

@@ -62,7 +62,7 @@ nest-asyncio==1.5.8
 notebook==6.4.0
 numexpr==2.8.8
 numpy==1.26.2
-openai==1.6.1
+openai==0.28
 packaging==23.2
 pandas==2.1.4
 pandocfilters==1.5.0

templates/explore.html

@@ -11,7 +11,7 @@
         <h1 class="title">Experimental Field Trip Planning Productivity Tool</h1>
     </div>
     <div>
-        <p style="margin-left:1rem;color:red;"> NOTE: This is in progress! Uses APIs that have fixed budget, so may break at any time.</p>
+        <p style="margin-left:1rem;color:red;"> NOTE: The backend has been shutdown. The full version that was at https://app-lagdal.azurewebsites.net/ is no longer operational </p>
         <p style="margin-left:1rem">INSTRUCTIONS:</p>
         <ol style="margin-left:1rem;">
             <li>