Update README.md

README.md

@@ -17,29 +17,7 @@ A specialized **open source** AI model designed to assist materials scientists a
 - **Performance Benchmarking**: Compares materials against industry standards
 - **Structured Reasoning**: Provides both detailed analysis and concise conclusions
 
-## Quick Start
-
-**Install dependencies:**
-```bash
-pip install torch transformers accelerate safetensors
-# For LLaMA.cpp option: pip install llama-cpp-python
-```
-
-**Run analysis:**
-```bash
-# SafeTensors deployment (recommended)
-python Scripts/Inference_safetensors.py
-
-# LLaMA.cpp deployment (CPU optimized)
-python Scripts/Inference_llama.cpp.py
-```
-
-**Customize your analysis:**
-- Edit the `JSON_INPUT` variable in either script with your materials data
-- Modify the `model_path` variable to point to your model files
-- Common data sources: Materials Project, AFLOW, DFT calculations, experimental databases
-
-## Input/Output Format
+## Example Analysis
 
 ### Input Data
 Provide materials data as JSON with properties, structure, and characteristics:
@@ -109,6 +87,28 @@ Thermal behavior: 490 W/m·K conductivity ideal for heat dissipation application
 Superior combination of thermal, mechanical, and electronic properties makes SiC ideal for demanding high-temperature and high-power applications.
 ```
 
+## Quick Start
+
+**Install dependencies:**
+```bash
+pip install torch transformers accelerate safetensors
+# For LLaMA.cpp option: pip install llama-cpp-python
+```
+
+**Run analysis:**
+```bash
+# SafeTensors deployment (recommended)
+python Scripts/Inference_safetensors.py
+
+# LLaMA.cpp deployment (CPU optimized)
+python Scripts/Inference_llama.cpp.py
+```
+
+**Customize your analysis:**
+- Edit the `JSON_INPUT` variable in either script with your materials data
+- Modify the `model_path` variable to point to your model files
+- Common data sources: Materials Project, AFLOW, DFT calculations, experimental databases
+
 ## Repository Contents
 
 - **Scripts/** - Inference scripts for SafeTensors and LLaMA.cpp deployment