diff --git a/README.md b/README.md
index 799473e4..fe9a4f2b 100644
--- a/README.md
+++ b/README.md
@@ -508,3 +508,22 @@ The instructions below demonstrate how to download the `gpt2-small`@`10-res-jb`
 In the webapp, the `Search Explanations` feature requires you to set an `OPENAI_API_KEY`. Otherwise you will get no search results.
 
 This is because the `search explanations` functionality searches for features by semantic similarity. If you search `cat`, it will also return `feline`, `tabby`, `animal`, etc. To do this, it needs to calculate the embedding for your input `cat`. We use openai's embedding api (specifically, `text-embedding-3-large` with `dimension: 256`) to calculate the embeddings.
+
+
+## Installation
+
+```bash
+# Installation instructions
+```
+
+
+## Usage
+
+```python
+# Usage examples
+```
+
+
+## Contributing
+
+Contributions are welcome!