diff --git a/README.md b/README.md
index 95ae4b8..af29705 100644
--- a/README.md
+++ b/README.md
@@ -17,14 +17,14 @@ repo is educational, so the aim is to keep the code as legible as possible.
 
 ## Roadmap
 
-[x] Switch to uv
-[x] Make it easy to modify with a config file
-[x] Extract the loss calculation from the model
-[x] Rename main to train
-[x] Create or check tokenizer interface
-[] Create an easy to use interface
-[] Make it into a package
-[] Apply SOTA optimizations
+- [x] Switch to uv
+- [x] Make it easy to modify with a config file
+- [x] Extract the loss calculation from the model
+- [x] Rename main to train
+- [x] Create or check tokenizer interface
+- [ ] Create an easy to use interface
+- [ ] Make it into a package
+- [ ] Apply SOTA optimizations
 
 ## Requirements