Update README with Chronos-2 information

README.md

@@ -1,12 +1,33 @@
 ---
-title: BFM
-emoji: 🏆
-colorFrom: pink
-colorTo: green
+title: Time Series Forecasting with Chronos-2
+emoji: 📈
+colorFrom: blue
+colorTo: purple
 sdk: streamlit
 sdk_version: 1.38.0
 app_file: app.py
 pinned: false
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Time Series Forecasting Demo
+
+This demo uses **Chronos-2**, Amazon's state-of-the-art pretrained time series forecasting model, for accurate zero-shot predictions.
+
+## Features
+
+- 🚀 Powered by Chronos-2 (120M parameters)
+- 📊 Interactive forecasting with customizable prediction horizons
+- 📈 Probabilistic forecasts with confidence intervals
+- 💻 Easy-to-use web interface built with Streamlit
+
+## Usage
+
+1. Enter your time series data (comma-separated values)
+2. Select the forecast horizon (1-64 time steps)
+3. View the forecast with 80% prediction intervals
+
+## About Chronos-2
+
+Chronos-2 offers zero-shot support for univariate, multivariate, and covariate-informed forecasting tasks, delivering state-of-the-art performance across multiple benchmarks.
+
+Learn more: [Chronos Forecasting Repository](https://github.com/amazon-science/chronos-forecasting)