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diff --git a/_posts/2020-09-05-portage-3-stablized.md b/_posts/2020-09-05-portage-3-stablized.md
index d82307b..4ee8079 100644
--- a/_posts/2020-09-05-portage-3-stablized.md
+++ b/_posts/2020-09-05-portage-3-stablized.md
@@ -6,6 +6,6 @@ title: 'Portage 3.0 stabilized'
 
 We have good news! Gentoo's [Portage project](https://wiki.gentoo.org/wiki/Project:Portage) has recently stabilized version 3.0 of the package manager.
 
-What's new? Well, this third version of Portage **_removes_** support for Python 2.7, which has been [an ongoing effort across the main Gentoo repository](https://wiki.gentoo.org/wiki/Project:Python#Python_2_end-of-life) by Gentoo's Python project during the 2020 year (see this blog post). 
+What's new? Well, this third version of Portage **_removes_** support for Python 2.7, which has been [an ongoing effort across the main Gentoo repository](https://wiki.gentoo.org/wiki/Project:Python#Python_2_end-of-life) by Gentoo's Python project during the 2020 year (see [this blog post](https://blogs.gentoo.org/mgorny/2020/08/02/why-proactively-clean-python-2-up/)). 
 
-In addition, due to a user provided patch, updating to the latest version of Portage can vastly speed up dependency calculations by around 50-60%. We love to see our community engaging in our software! For more details, see [this Reddit post](https://www.reddit.com/r/Gentoo/comments/huczqb/portage_300_released_with_up_to_5060_faster/) from the community member who provided the patch. Stay healthy and keep cooking with Gentoo!
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+In addition, due to a user provided patch, updating to the latest version of Portage can vastly speed up dependency calculations by around 50-60%. We love to see our community engaging in our software! For more details, see [this Reddit post](https://www.reddit.com/r/Gentoo/comments/huczqb/portage_300_released_with_up_to_5060_faster/) from the community member who provided the patch. Stay healthy and keep cooking with Gentoo!