diff --git a/KDB-X/Modules/ai-libs/README.md b/KDB-X/Modules/ai-libs/README.md
index 623533b..29dc8aa 100644
--- a/KDB-X/Modules/ai-libs/README.md
+++ b/KDB-X/Modules/ai-libs/README.md
@@ -16,7 +16,7 @@ This folder contains concise, step-by-step tutorials designed to help developers
 - Performing IVF searches and leveraging the ai-libs' flat functionality.
 
 3️⃣ Combining Structured and Unstructured Data
--  Discover how to combine structured (Yahoo finance feed) and unstructured (SENS announcments) data
+-  Discover how to combine structured (Yahoo finance feed) and unstructured (SENS announcements) data
 - Fetching Yahoo Finance ticker data using PyKX and creating embeddings with PyTorch on SENS data
 - Integrating time series analysis with TSS and nearest neighbor searches with HNSW