diff --git a/docs/adding_new_accelerators.md b/docs/adding_new_accelerators.md
index 373f7a7a6d..b0ac5b40a6 100644
--- a/docs/adding_new_accelerators.md
+++ b/docs/adding_new_accelerators.md
@@ -4,7 +4,7 @@ It's pretty easy to add a new accelerator to tinygrad. All you need to do is imp
 
 ## llops
 
-These are the ops that you must implement for your accelerator of choice. Compiled Accelerators do not need to implement movement_ops, as they are handled b the ShapeTracker.
+These are the ops that you must implement for your accelerator of choice. Compiled Accelerators do not need to implement movement_ops, as they are handled by the ShapeTracker.
 ```
 Buffer                                                       # class of memory on this device
 unary_op  (NOOP, EXP2, LOG2, CAST, SIN)                      # A -> A