diff --git a/content/blog/2022-10-17_comparing-go-gorm-and-sqlx.rst b/content/blog/2022-10-17_comparing-go-gorm-and-sqlx.rst
index fd273b7..d7ea1a6 100644
--- a/content/blog/2022-10-17_comparing-go-gorm-and-sqlx.rst
+++ b/content/blog/2022-10-17_comparing-go-gorm-and-sqlx.rst
@@ -2,8 +2,8 @@ Comparing Go GORM and SQLX
 ##########################
 :author: tyrel
 :category: Tech
-:tags: go, sql, python
-:status: draft
+:tags: go, sql, python, gorm, sqlx
+:status: published
 
 Django ORM - My History
 ~~~~~~~~~~~~~~~~~~~~~~~
@@ -155,7 +155,8 @@ Here is where the main part of GORM/SQLX differ - raw SQL shows up.
 This will return a slice of Albums - but if you notice on the second line, you have to write your own queries.
 A little bit more in control of how things happen, with a ``SELECT * ...`` vs the gorm ``DB.Find`` style.
 
-To me this feels more like using ``pymysql``, in fact its a very similar process.
+To me this feels more like using ``pymysql``, in fact its a very similar process. 
+(SEE NOTE BELOW)
 You use the ``service.connection.Get`` and pass in what you want the output bound to, the string query, and any parameters.
 This feels kind of backwards to me - I'd much rather have the order be: query, bound, parameters, but thats what they decided for their order.
 
@@ -177,3 +178,12 @@ Repositories
 
 * `Go, Gin, Gorm <https://gitea.tyrel.dev/tyrel/go-webservice-gin>`_
 * `Go, Gin, sqlx <https://gitea.tyrel.dev/tyrel/go-webservice-gin-sqlx>`_
+
+Notes
+~~~~~
+
+I sent this blog post to my friend `Andrey <https://shazow.net/>`_ and he mentioned that I was incorrect with my comparision of sqlx to pymysql.
+To put it in a python metaphor, "sqlx is like using urllib3, gorm is like using something that generates a bunch of requests code for you."
+Sqlx is more akin to `SqlAlchemy core <https://docs.sqlalchemy.org/en/14/core/>`_ vs using `SqlAlchemy orm <https://docs.sqlalchemy.org/en/14/orm/>`_.
+As the sort of equivalent to ``pymysql`` in Go is ``database/sql`` from the stdlib.
+