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@@ -19,11 +19,11 @@ Both manual-downloading models from our github repo and auto-downloading models
 
 ## Top News
 
-**`2024-08-01`** We have integrated our most advanced face-swapping models, **inswapper\_cyn** and **inswapper\_dax**, into the [Picsi.Ai face-swapping](https://www.picsi.ai) service. These models outperform almost all similar commercial products and our open-source model inswapper\_128. Please visit the [Picsi.Ai](https://www.picsi.ai) website to use the service and get help.
+**`2024-08-01`** We have integrated our most advanced face-swapping models: **inswapper\_cyn** and **inswapper\_dax**, into the [Picsi.Ai face-swapping](https://www.picsi.ai) service. These models outperform almost all similar commercial products and our open-source model inswapper\_128. Please visit the [Picsi.Ai](https://www.picsi.ai) website to use the service and get help.
 
 **`2024-05-04`** We have added [InspireFace](cpp-package/inspireface), which is a cross-platform face recognition SDK developed in C/C++, supporting multiple operating systems and various backends. 
 
-**`2023-04-01`**: We integrated our most advanced face-swapping models, **inswapper\_cyn** and **inswapper\_dax** and move the service to Discord bot, which also support editing on Midjourney generated images, see detail at [web-demos/swapping_discord](web-demos/swapping_discord) and our [Picsi.Ai](https://www.picsi.ai) website.
+**`2023-04-01`**: We integrated our most advanced face-swapping models: **inswapper\_cyn** and **inswapper\_dax** and move the service to Discord bot, which also support editing on Midjourney generated images, see detail at [web-demos/swapping_discord](web-demos/swapping_discord) and our [Picsi.Ai](https://www.picsi.ai) website.
 
 **`2022-08-12`**: We achieved Rank-1st of 
 [Perspective Projection Based Monocular 3D Face Reconstruction Challenge](https://tianchi.aliyun.com/competition/entrance/531961/introduction)
@@ -35,7 +35,7 @@ of [ECCV-2022 WCPA Workshop](https://sites.google.com/view/wcpa2022), [paper](ht
 
 ## ChangeLogs
 
-**`2024-08-01`** We have integrated our most advanced face-swapping models, **inswapper\_cyn** and **inswapper\_dax**, into the [Picsi.Ai face-swapping](https://www.picsi.ai) service. These models outperform almost all similar commercial products and our open-source model inswapper\_128. Please visit the [Picsi.Ai](https://www.picsi.ai) website to use the service and get help.
+**`2024-08-01`** We have integrated our most advanced face-swapping models: **inswapper\_cyn** and **inswapper\_dax**, into the [Picsi.Ai face-swapping](https://www.picsi.ai) service. These models outperform almost all similar commercial products and our open-source model inswapper\_128. Please visit the [Picsi.Ai](https://www.picsi.ai) website to use the service and get help.
 
 **`2024-05-04`** We have added [InspireFace](cpp-package/inspireface), which is a cross-platform face recognition SDK developed in C/C++, supporting multiple operating systems and various backends. 
 
@@ -45,7 +45,7 @@ of [ECCV-2022 WCPA Workshop](https://sites.google.com/view/wcpa2022), [paper](ht
 
 **`2023-05-03`**: We have launched the ongoing version of wild face anti-spoofing challenge. See details [here](https://github.com/deepinsight/insightface/tree/master/challenges/cvpr23-fas-wild#updates).
 
-**`2023-04-01`**: We integrated our most advanced face-swapping models, **inswapper\_cyn** and **inswapper\_dax** and move the service to Discord bot, which also support editing on Midjourney generated images, see detail at [web-demos/swapping_discord](web-demos/swapping_discord) and our [Picsi.Ai](https://www.picsi.ai) website.
+**`2023-04-01`**: We integrated our most advanced face-swapping models: **inswapper\_cyn** and **inswapper\_dax** and move the service to Discord bot, which also support editing on Midjourney generated images, see detail at [web-demos/swapping_discord](web-demos/swapping_discord) and our [Picsi.Ai](https://www.picsi.ai) website.
 
 **`2023-02-13`**: We launch a large scale in the wild face anti-spoofing challenge on CVPR23 Workshop, see details at [challenges/cvpr23-fas-wild](challenges/cvpr23-fas-wild).