diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3dc12c82b..5f58d0974 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -135,7 +135,7 @@
   - Add option *timestep spacing* to sampler settings and sampler section in main ui
     Note: changing timestep spacing changes behavior of sampler and can help to make any sampler turbo/lightning compatibile
   - Add option *timesteps* to manually set timesteps instead of relying on steps+spacing  
-    Additionally, presets from nVidia's align-you-steps reasearch are provided  
+    Additionally, presets from nVidias align-you-steps reasearch are provided  
     Result is that perfectly aligned steps can drastically reduce number of steps needed!  
     For example, AIY preset alows DPM++2M to run in ~10 steps with quality equallying ~30 steps!  
 - **IPEX**, thanks @Disty0
@@ -202,7 +202,7 @@ What else?
 - **Reference models**: *Networks -> Models -> Reference*: All reference models now come with recommended settings that can be auto-applied if desired  
 - **Styles**: Not just for prompts! Styles can apply *generate parameters* as templates and can be used to *apply wildcards* to prompts  
 improvements, Additional API endpoints  
-- Given the high interest in [ZLUDA](https://github.com/vosen/ZLUDA) engine introduced in last release we've updated much more flexible/automatic install procedure (see [wiki](https://github.com/vladmandic/automatic/wiki/ZLUDA) for details)  
+- Given the high interest in [ZLUDA](https://github.com/vosen/ZLUDA) engine introduced in last release weve updated much more flexible/automatic install procedure (see [wiki](https://github.com/vladmandic/automatic/wiki/ZLUDA) for details)  
 - Plus Additional Improvements such as: Smooth tiling, Refine/HiRes workflow improvements, Control workflow  
 
 Further details:  
@@ -334,7 +334,7 @@ Further details:
   - Fully functional: SD15 + SD15, SDXL + SDXL, SDXL + SDXL-R
   - Functional, but result is not as good: SD15 + SDXL, SDXL + SD15, SD15 + SDXL-R
 - **SDXL Lightning** models just-work, just makes sure to set CFG Scale to 0  
-    and choose a best-suited sampler, it may not be the one you're used to (e.g. maybe even basic Euler)  
+    and choose a best-suited sampler, it may not be the one youre used to (e.g. maybe even basic Euler)  
 - **Fixes**
   - improve *model cpu offload* compatibility
   - improve *model sequential offload* compatibility
@@ -362,7 +362,7 @@ Further details:
 
 ## Update for 2024-02-22
 
-Only 3 weeks since last release, but here's another feature-packed one!
+Only 3 weeks since last release, but heres another feature-packed one!
 This time release schedule was shorter as we wanted to get some of the fixes out faster.
 
 ### Highlights 2024-02-22