diff --git a/docs/articles_en/get-started.rst b/docs/articles_en/get-started.rst
index 9f5261a7b12..edae30592b6 100644
--- a/docs/articles_en/get-started.rst
+++ b/docs/articles_en/get-started.rst
@@ -30,6 +30,11 @@ GET STARTED
    </p>
    <div style="clear:both;"> </div>
 
+
+For a quick reference, check out
+`the Quick Start Guide [pdf] <https://docs.openvino.ai/2024/_static/download/OpenVINO_Quick_Start_Guide.pdf>`__
+
+
 .. _quick-start-example:
 
 1. Quick Start Example (No Installation Required)
diff --git a/docs/articles_en/openvino-workflow/model-preparation.rst b/docs/articles_en/openvino-workflow/model-preparation.rst
index 64632fc10f5..f4b4b678759 100644
--- a/docs/articles_en/openvino-workflow/model-preparation.rst
+++ b/docs/articles_en/openvino-workflow/model-preparation.rst
@@ -36,6 +36,9 @@ The easiest way to obtain a model is to download it from an online database, suc
   This option, while convenient, offers lower performance and stability, as well as fewer
   optimization options.
 
+  For PyTorch models, you can use the dedicated :doc:`torch.compile <./torch-compile>`
+  implementation.
+
 * Explicitly :doc:`convert the model to OpenVINO IR <model-preparation/convert-model-to-ir>`.
   This approach offers the best possible results and is the recommended one, especially for
   production-ready solutions. Consider storing your model in this format to minimize
diff --git a/docs/articles_en/openvino-workflow/running-inference/integrate-openvino-with-your-application.rst b/docs/articles_en/openvino-workflow/running-inference/integrate-openvino-with-your-application.rst
index 9cdc6cae646..3d62354ff51 100644
--- a/docs/articles_en/openvino-workflow/running-inference/integrate-openvino-with-your-application.rst
+++ b/docs/articles_en/openvino-workflow/running-inference/integrate-openvino-with-your-application.rst
@@ -19,9 +19,11 @@ Integrate OpenVINO™ with Your Application
                  Runtime in an application.
 
 
-Following these steps, you can implement a typical OpenVINO™ Runtime inference
-pipeline in your application. Before proceeding, make sure you have
-:doc:`installed OpenVINO Runtime <../../get-started/install-openvino>` and set environment variables (run ``<INSTALL_DIR>/setupvars.sh`` for Linux, ``setupvars.ps1`` for Windows PowerShell, or ``setupvars.bat`` for Windows CMD), otherwise, the ``OpenVINO_DIR`` variable won't be configured properly to pass ``find_package`` calls).
+Following these steps, you can implement a typical OpenVINO™ Runtime inference pipeline in your
+application. Before proceeding, make sure you have :doc:`installed OpenVINO Runtime <../../get-started/install-openvino>`
+and set environment variables (run ``<INSTALL_DIR>/setupvars.sh`` for Linux, ``setupvars.ps1``
+for Windows PowerShell, or ``setupvars.bat`` for Windows CMD). Otherwise, the ``OpenVINO_DIR``
+variable won't be configured properly to pass ``find_package`` calls.
 
 
 .. image:: ../../_static/images/IMPLEMENT_PIPELINE_with_API_C.svg
@@ -30,7 +32,8 @@ pipeline in your application. Before proceeding, make sure you have
 Step 1. Create OpenVINO Runtime Core
 ####################################
 
-Include next files to work with OpenVINO™ Runtime:
+Include the necessary files to work with OpenVINO™ Runtime and create OpenVINO™ Core to manage
+available devices and read model objects:
 
 .. tab-set::
 
@@ -41,28 +44,6 @@ Include next files to work with OpenVINO™ Runtime:
           :language: python
           :fragment: [import]
 
-    .. tab-item:: C++
-       :sync: cpp
-
-       .. doxygensnippet:: docs/snippets/src/main.cpp
-          :language: cpp
-          :fragment: [include]
-
-    .. tab-item:: C
-       :sync: c
-
-       .. doxygensnippet:: docs/snippets/src/main.c
-          :language: cpp
-          :fragment: [include]
-
-
-Use the following code to create OpenVINO™ Core to manage available devices and read model objects:
-
-.. tab-set::
-
-    .. tab-item:: Python
-       :sync: py
-
        .. doxygensnippet:: docs/snippets/src/main.py
           :language: python
           :fragment: [part1]
@@ -70,6 +51,10 @@ Use the following code to create OpenVINO™ Core to manage available devices an
     .. tab-item:: C++
        :sync: cpp
 
+       .. doxygensnippet:: docs/snippets/src/main.cpp
+          :language: cpp
+          :fragment: [include]
+
        .. doxygensnippet:: docs/snippets/src/main.cpp
           :language: cpp
           :fragment: [part1]
@@ -77,11 +62,16 @@ Use the following code to create OpenVINO™ Core to manage available devices an
     .. tab-item:: C
        :sync: c
 
+       .. doxygensnippet:: docs/snippets/src/main.c
+          :language: cpp
+          :fragment: [include]
+
        .. doxygensnippet:: docs/snippets/src/main.c
           :language: cpp
           :fragment: [part1]
 
 
+
 Step 2. Compile the Model
 #########################
 
diff --git a/docs/sphinx_setup/_static/download/OpenVINO_Quick_Start_Guide.pdf b/docs/sphinx_setup/_static/download/OpenVINO_Quick_Start_Guide.pdf
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index 00000000000..dba8ff15fc4
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