Update README.md

README.md

@@ -8,20 +8,22 @@ sdk_version: 5.33.0
 app_file: app.py
 pinned: false
 license: apache-2.0
-
+short_description: An agentic geologist
+---
+---
 tags:
 - agent-demo-track
 - geology
 - mining
 - data-analysis
-- 3d-visualization
+- 3d-visualisation
 - clustering
 - ai-agent
 
 
 # Agentic Geo: AI-Powered Geological Drillhole Analysis
 
-**Agentic Geo** is a powerful web application designed to streamline the analysis of geological drillhole data. This tool acts as an "agentic geologist," capable of ingesting, processing, analyzing, and interpreting standard geological datasets in moments. It combines automated data science techniques with a powerful Large Language Model (LLM) to provide rapid insights that would typically require hours of specialist work.
+**Agentic Geo** is a powerful web application designed to streamline the analysis of geological drillhole data. This tool acts as an "agentic geologist," capable of ingesting, processing, analysing, and interpreting standard geological datasets in moments. It combines automated data science techniques with a powerful Large Language Model (LLM) to provide rapid insights that would typically require hours of specialist work.
 
 ## ✨ Key Features
 
@@ -32,7 +34,7 @@ tags:
 *   **Comprehensive Analysis Dashboard**:
     *   **AI Geo Summary**: Get an expert-level geological interpretation of your data, generated by a powerful LLM (`mistralai/Mixtral-8x7B-Instruct-v0.1`).
     *   **AI Chat**: Ask follow-up questions about your data in a conversational manner.
-    *   **Swath Plots**: Automatically generated plots to visualize grade trends across Easting, Northing, and Elevation.
+    *   **Swath Plots**: Automatically generated plots to visualise grade trends across Easting, Northing, and Elevation.
     *   **Statistical Summaries**: View basic and cluster-based statistics for all elements.
 *   **Agentic Workflow**: The analysis runs through a transparent, multi-step pipeline, providing real-time progress updates to the user.