diff --git a/README.md b/README.md
index 5f744cb..bb0a729 100644
--- a/README.md
+++ b/README.md
@@ -3,22 +3,18 @@
 <br>
 
 
-### my [ongoing] web3 projects and templates 
+### my ongoing web3 projects and code 
 
 
 * [📚 web3toolkit](web3toolkit)
     - an ongoing development of a library and set of python scripts with my fav on-chain ops.
 
-* [🔬 check my blockchain-science](https://github.com/go-outside-labs/blockchain-science)
+* [🔬 check my blockchain science repo](https://github.com/go-outside-labs/blockchain-science)
     - a repo with several on-chain data research notebooks.
-
-<br>
-
----
-
-### external web3 resources
-
-* [async web3py middleware for batching eth calls intos multicalls](https://github.com/BobTheBuidler/dank_mids)
+    
+* [🧮 check my published book on algorithms and data structures](https://github.com/go-outside-labs/algorithms-book-py)
+    - it's always good to actually understand those searches and sortings algorithms
+    
 
 
 <br>
@@ -26,7 +22,7 @@
 
 ---
 
-### [my old] boilerplates
+### some of my web2 code (have been pythoning since '14)
 
 <br>
 
@@ -39,15 +35,6 @@
 * [optimization](boilerplates-optimization)
 * [orchestration](boilerplates-orchestration)
 * [dash + plot.ly](boilerplates-dash)
-
-
-<br>
-
----
-
-### [my over the years] web2 projects and templates
-
-
 * [magic pen](small-projects/magic-pen)
 * [maze puzzle](small-projects/maze-puzzle)
 * [blob boundary](small-projects/finding-blob-boundary)
@@ -60,7 +47,7 @@
 
 ----
 
-### general resources
+### general links (just useful stuff)
 
 
 * [black](https://github.com/psf/black)
@@ -71,4 +58,5 @@
 * [tox](https://tox.wiki/en/latest/)
 * [my book on python and algorithms](https://github.com/go-outside-labs/algorithms-book)
 * [google style guide](https://google.github.io/styleguide/pyguide.html)
+* [async web3py middleware for batching eth calls intos multicalls](https://github.com/BobTheBuidler/dank_mids)