diff --git a/README.md b/README.md
index e3b71ed..2b294ef 100644
--- a/README.md
+++ b/README.md
@@ -19,7 +19,7 @@ Don't use it to index confidential information.
 
 Found in the [docs directory](docs/README.md)
 
-- [PyBay '25 powerpoint slides](docs/StructturedRanPyBay25.pptx)
+- [PyBay '25 powerpoint slides](docs/StructuredRagPyBay25.pptx)
 
 ## Trademarks
 
diff --git a/docs/README.md b/docs/README.md
index 204b956..e74f29f 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -14,4 +14,4 @@
 
 ## Miscellaneous
 
-- [PyBay '25 powerpoint slides](StructturedRanPyBay25.pptx)
+- [PyBay '25 powerpoint slides](StructuredRagPyBay25.pptx)