diff --git a/README.md b/README.md
index 8e15c05..42aa319 100644
--- a/README.md
+++ b/README.md
@@ -21,7 +21,7 @@
 
 * **[token-scanner-api](token-scanner-api)**:
     -  a mvp for a **scalable event scanner cli and api for ethereum**, through indexing and parsing blocks events. this is the first step for training **machine learning models on the chains** (e.g., high-frequency trading with deep learning).
-    - check my mirror post **[building a scalable event scanner for ethereum](https://mirror.xyz/steinkirch.eth/vSF18xcLyfXLIWwxjreRa3I_XskwgnjSc6pScegNJWI)**.
+    - check my mirror post **[on building a scalable event scanner for ethereum](https://mirror.xyz/steinkirch.eth/vSF18xcLyfXLIWwxjreRa3I_XskwgnjSc6pScegNJWI)**.
 
 
 <br>
@@ -47,7 +47,7 @@
 
 <br>
 
-* **[go-outside-labs ml-htf-agents](https://github.com/go-outside-labs/ml-htf-agents)**
+* **[go-outside-labs ml-hft-agents](https://github.com/go-outside-labs/hft-deep-learning-agents)**
 * **[go-outside-labs orchestration-toolkit](https://github.com/go-outside-labs/orchestration-toolkit)**
 * **[google biquery article on blockchain public datasets](https://cloud.google.com/blog/products/data-analytics/introducing-six-new-cryptocurrencies-in-bigquery-public-datasets-and-how-to-analyze-them)**
 * **[paradigm's data portal](https://data.paradigm.xyz/)**