Update README.md

README.md

@@ -23,6 +23,30 @@ If you want to find out how to train your own Stable Diffusion variants, see thi
 ![pk1.jpg](https://staticassetbucket.s3.us-west-1.amazonaws.com/outputv2_grid.png)
 > "Bill Gates with a hoodie", "John Oliver with Naruto style", "Hello Kitty with Naruto style", "Lebron James with a hat", "Mickael Jackson as a ninja", "Banksy Street art of ninja"
 
+## Prompt engineering matters
+
+We find that prompt engineering does help produce compelling and consistent Naruto style portraits.
+For example, writing prompts such as 'portrait of <person_name> as a ninja' or '<person_name> in the style of Naruto> tends to produce results that are closer to the style of Naruto character with the characteristic headband and other elements of costume.
+
+Here are a few examples of prompts with and without prompt engineering that will illustrate that point.
+
+**Bill Gates:**
+![pk2.jpg](https://staticassetbucket.s3.us-west-1.amazonaws.com/bill_gates_vanilla.png)
+> Without prompt engineering
+
+![pk3.jpg](https://staticassetbucket.s3.us-west-1.amazonaws.com/bill_gates_ninja.png)
+> With prompt engineering
+
+**A cute bunny:**
+
+![pk4.jpg](https://staticassetbucket.s3.us-west-1.amazonaws.com/cute_bunny_vanilla.png)
+> Without prompt engineering
+
+![pk4.jpg](https://staticassetbucket.s3.us-west-1.amazonaws.com/cute_bunny_ninja.png)
+> With prompt engineering
+
+
+
 ## Usage
 
 To run model locally: