diff --git a/docs/source/posts/2023/2023-07-10-week-6-joaodellagli.rst b/docs/source/posts/2023/2023-07-10-week-6-joaodellagli.rst
index c50ffb8bd..42d973e2e 100644
--- a/docs/source/posts/2023/2023-07-10-week-6-joaodellagli.rst
+++ b/docs/source/posts/2023/2023-07-10-week-6-joaodellagli.rst
@@ -14,7 +14,7 @@ What I did Last Week
 Last week I had the goal to implement KDE rendering to the screen (if you want to understand what this is, check my :doc:`last blogpost <2023-07-03-week-5-joaodellagli>`). 
 After some days diving into the code, I finally managed to do it:
 
-.. image::
+.. image:: https://raw.githubusercontent.com/JoaoDell/gsoc_assets/main/images/buffer_compose.png
    :align: center
    :alt: KDE render to a billboard
 
@@ -25,14 +25,14 @@ Also, I reviewed the shader part of Tania's PR `#791 <https://github.com/fury-gl
 FURY. It was my first review of a PR that isn't a blogpost, so it was an interesting experience and I hope I can get better at it.
 
 It is important as well to point out that I had to dedicate myself to finishing my graduation capstone project's presentation that I will attend 
-to this week, so I had my time limited to polish my code, which I plan to do better this week.
+to this week, so I had limited time to polish my code, which I plan to do better this week.
 
 Where the Problem Was
 ---------------------
 The KDE render basically works rendering the KDE of a point to a texture and summing that texture to the next render. For this to work, 
 the texture, rendered to a billboard, needs to be the same size of the screen, otherwise the captured texture will include the black background. 
 The problem I faced with that is that the billboard scaling isn't exactly well defined, so I had to guess for a fixed screen size 
-(in this example, I worked with 600x600) what scaling value made the billboard fit exactly inside the screen (it's 3.4). That is far from ideal as I 
+(in this example, I worked with *600x600*) what scaling value made the billboard fit exactly inside the screen (it's *3.4*). That is far from ideal as I 
 will need to modularize this behavior inside a function that needs to work for every case, so I will need to figure out a way to fix that 
 for every screen size. For that, I have two options:
 
@@ -43,9 +43,9 @@ The first seems ok to do, but it is kind of a work around as well. The second on
 as it deals with how the billboard works and already existing applications of it may suffer problems if the scaling is changed. 
 I will see what is better talking with my mentors. 
 
-Another problem I faced (that is already fixed) relied on shaders. I didn't fully understood how shaders are dealt inside FURY so I was 
+Another problem I faced (that is already fixed) relied on shaders. I didn't fully understood how shaders work inside FURY so I was 
 using my own fragment shader implementation, replacing the already existing one completely. That was working, but I was having an issue 
-with the texture coordinates of the rendering texture. As I compeltely replaced the fragment shader, I had to pass custom texture coordinates
+with the texture coordinates of the rendering texture. As I completely replaced the fragment shader, I had to pass custom texture coordinates
 to it, resulting in distorted textures that ruined the calculations. Those issues motivated me to learn the shaders API, which allowed me 
 to use the right texture coordinates and finally render the results you see above.
 
@@ -57,4 +57,7 @@ one, but a communication failure lead to this path I am currently in. This appro
 and those are rendered together with additive blending. After this first pass, this render is captured into a texture and then rendered to 
 another big billboard. 
 
+Also, I plan to refactor my draft PR `#804 <https://github.com/fury-gl/fury/pull/804>`_ to make it more understandable, as its description still dates back to the time I was using the 
+flawed Framebuffer implementation, and my fellow GSoC contributors will eventually review it, and to do so, they will need to understand it.
+
 Wish me luck!
\ No newline at end of file