diff --git a/docs/source/samples/NeuralNetwork/concat_multi_input.rst b/docs/source/samples/NeuralNetwork/concat_multi_input.rst
index 5b5f93952..c2bb30ac2 100644
--- a/docs/source/samples/NeuralNetwork/concat_multi_input.rst
+++ b/docs/source/samples/NeuralNetwork/concat_multi_input.rst
@@ -22,7 +22,7 @@ Source code
 
     .. tab:: Python
 
-        Also `available on GitHub <https://github.com/luxonis/depthai-python/blob/main/examples/NeuralNetwork/concat_multiple_input.py>`__
+        Also `available on GitHub <https://github.com/luxonis/depthai-python/blob/main/examples/NeuralNetwork/concat_multi_input.py>`__
 
         .. literalinclude:: ../../../../examples/NeuralNetwork/concat_multi_input.py
            :language: python
@@ -30,7 +30,7 @@ Source code
 
     .. tab:: C++
 
-        Also `available on GitHub <https://github.com/luxonis/depthai-core/blob/main/examples/src/concat_multiple_input.cpp>`__
+        Also `available on GitHub <https://github.com/luxonis/depthai-core/tree/main/examples/NeuralNetwork/concat_multiple_input.cpp>`__
 
         .. literalinclude:: ../../../../depthai-core/examples/NeuralNetwork/concat_multi_input.cpp
            :language: cpp
diff --git a/docs/source/samples/NeuralNetwork/normalization_multi_input.rst b/docs/source/samples/NeuralNetwork/normalization_multi_input.rst
index 75007c617..46b9d77fd 100644
--- a/docs/source/samples/NeuralNetwork/normalization_multi_input.rst
+++ b/docs/source/samples/NeuralNetwork/normalization_multi_input.rst
@@ -29,7 +29,7 @@ Source code
 
     .. tab:: Python
 
-        Also `available on GitHub <https://github.com/luxonis/depthai-python/blob/main/examples/NeuralNetwork/normalization_multiple_input.py>`__
+        Also `available on GitHub <https://github.com/luxonis/depthai-python/blob/main/examples/NeuralNetwork/normalization_multi_input.py>`__
 
         .. literalinclude:: ../../../../examples/NeuralNetwork/normalization_multi_input.py
            :language: python
@@ -37,7 +37,7 @@ Source code
 
     .. tab:: C++
 
-        Also `available on GitHub <https://github.com/luxonis/depthai-core/blob/main/examples/src/normalization_multiple_input.cpp>`__
+        Also `available on GitHub <https://github.com/luxonis/depthai-core/tree/main/examples/NeuralNetwork/normalization_multiple_input.cpp>`__
 
         .. literalinclude:: ../../../../depthai-core/examples/NeuralNetwork/normalization_multi_input.cpp
            :language: cpp
diff --git a/docs/source/tutorials/maximize_fov.rst b/docs/source/tutorials/maximize_fov.rst
index 134b371ad..29ea5da1d 100644
--- a/docs/source/tutorials/maximize_fov.rst
+++ b/docs/source/tutorials/maximize_fov.rst
@@ -16,7 +16,10 @@ Change aspect ratio
 
 Use :code:`camRgb.setPreviewKeepAspectRatio(False)`. This means the aspect ratio will not be preserved and the image
 will be "stretched". This might be problematic for some off-the-shelf NN models, so model fine-tuning it might be required.
-`Usage example here <https://github.com/luxonis/depthai-python/blob/main/examples/rgb_mobilenet_4k.py#L42>`__.
+`Usage example here <https://github.com/luxonis/depthai-experiments/blob/master/gen2-lossless-zooming/main.py#L19>`__.
+
+.. image:: https://user-images.githubusercontent.com/18037362/144095838-d082040a-9716-4f8e-90e5-15bcb23115f9.gif
+    :target: https://youtu.be/8X0IcnkeIf8
 
 Letterboxing
 ************
@@ -26,7 +29,7 @@ the size of the image and apply "black bars" above and below the image, so the a
 achieve this by using :ref:`ImageManip` with :code:`manip.setResizeThumbnail(x,y)` (for Mobilenet :code:`x=300,y=300`).
 The downside of using this method is that your actual image will be smaller, so some features might not be preserved,
 which can mean the NN accuracy could decrease.
-`Usage example here <https://github.com/luxonis/depthai-python/blob/main/examples/object_tracker_video.py#L44>`__.
+`Usage example here <https://github.com/luxonis/depthai-experiments/blob/master/gen2-full-fov-nn/main.py#L28>`__.
 
 .. image:: /_static/images/tutorials/fov.jpeg
 
diff --git a/docs/source/tutorials/multiple.rst b/docs/source/tutorials/multiple.rst
index ea6a88467..6cdd5b521 100644
--- a/docs/source/tutorials/multiple.rst
+++ b/docs/source/tutorials/multiple.rst
@@ -69,8 +69,7 @@ on different DepthAI/uAI models.
 Specifying POE device to be used
 ********************************
 
-You can specify the POE device to be used by the IP address as well. Here's the `code snippet <https://docs.luxonis.com/en/latest/pages/tutorials/getting-started-with-poe/#manually-specify-device-ip>`__.
-
+You can specify the POE device to be used by the IP address as well. Here's the `code snippet <https://docs.luxonis.com/projects/hardware/en/latest/pages/guides/getting-started-with-poe.html#manually-specify-device-ip>`__.
 
 Now use as many DepthAI devices as you need!