@@ -46,6 +46,7 @@ metrics. This file is stored in the **`evaluation-results`** (for TensorFlow mod
 
 
 ![Combined Evaluation Results in DeepLabCut](https://images.squarespace-cdn.com/content/v1/57f6d51c9f74566f55ecf271/1717779617667-0RLTM9DVRALN9YIKSHJZ/combined-evaluation-results.png?format=750w))
+[comment]: <> (Would be worth an update)
 - **Visual Feedback:** Additionally, DLC creates subfolders containing your frames overlaid with both the labeled bodyparts and the model's predictions, allowing you to visually gauge the network's performance.
 
 ![Evaluation Example in DeepLabCut](https://images.squarespace-cdn.com/content/v1/57f6d51c9f74566f55ecf271/1717779623162-BFDAW37B9TO94EGME2O5/check-labels.png?format=500w))
 
@@ -38,7 +38,7 @@ You need Python and DeepLabCut installed!
 
 
 - **WATCH:** How do you know DLC is installed properly? (i.e. how to use our test script!) [Video Tutorial!](https://youtu.be/IOWtKn3l33s)
-
+[comment]: <> (make link to somewhere else, this is outdated)
 
 <img src="https://images.squarespace-cdn.com/content/v1/57f6d51c9f74566f55ecf271/1587608364285-A8R2F24K4DCP0KLAYI91/ke17ZwdGBToddI8pDm48kOhrDvKq54Xu9oStUCFZX0R7gQa3H78H3Y0txjaiv_0fDoOvxcdMmMKkDsyUqMSsMWxHk725yiiHCCLfrh8O1z4YTzHvnKhyp6Da-NYroOW3ZGjoBKy3azqku80C789l0p4XabXLlNWpcJMv7FrN_NLe3GEN018us8vX03EdtIDHsW7dEh7nvL5CemxAxOy1gg/EKlIEXyXUAE0cy3.jpeg?format=1000w" width="350" title="DLC" alt="review!" align="right" vspace = "50">
 
 
@@ -19,6 +19,7 @@ Now you have DeepLabCut installed, but if you want to update it, either follow t
 <p align="center">
 <img src="https://images.squarespace-cdn.com/content/v1/57f6d51c9f74566f55ecf271/07ae2633-dc3e-4b6d-beec-27c08d9f8531/ezgif.com-gif-maker+%284%29.gif?format=2500w" width="80%">
 </p>
+[comment]: <> (todo update this)
 
 Start at the Project Management Tab and work your way through the tabs to built your customized model and deploy it on new data.
 We recommend to keep the terminal visible (as well as the GUI) so you can see the ongoing processes as you step through your project, or any errors that might arise.
 
@@ -49,5 +49,7 @@ If you use ResNets, consider citing Insafutdinov et al 2016 & He et al 2016. If
 > 770–778 (2016). URL https://arxiv.org/abs/
 > 1512.03385.
 
+[comment]: <> (add Superanimals paper)
+
 We also have the network graphic freely available on SciDraw.io if you'd like to use it! https://scidraw.io/drawing/290.
 If you use our DLC logo, please include the TM symbol, thank you!
@@ -358,6 +358,8 @@ Please also consult the [following page on selecting models](what-neural-network
 
  See Box 2 on how to specify **which network is loaded for training (including your own network, etc):**
 
+[comment]: <> (FIXME update Box2)
+
 <p align="center">
 <img src="https://images.squarespace-cdn.com/content/v1/57f6d51c9f74566f55ecf271/1570325287859-NHCTKWOFWPVWLH8B79PS/ke17ZwdGBToddI8pDm48kApwhYXjNb7J-ZG10ZuuPUJ7gQa3H78H3Y0txjaiv_0fDoOvxcdMmMKkDsyUqMSsMWxHk725yiiHCCLfrh8O1z4YTzHvnKhyp6Da-NYroOW3ZGjoBKy3azqku80C789l0uRNgJXBmK_J7vOfsoUyYccR03UZyExumRKzyR7hPRvjPGikK2uEIM-3GOD5thTJoQ/Box2-01.png?format=1000w" width="90%">
 </p>