diff --git a/agents-api/overview.mdx b/agents-api/overview.mdx
index 2167af6..becb68a 100644
--- a/agents-api/overview.mdx
+++ b/agents-api/overview.mdx
@@ -87,15 +87,6 @@ Agents API uses dedicated limiters. All responses include `X-RateLimit-Remaining
   <Card title="Subscriptions" href="/agents-api/subscriptions">
     Discover plans, pay-as-you-go options, direct headless subscriptions, and manage subscription lifecycle.
   </Card>
-  <Card title="Training" href="/agents-api/training">
-    Start and monitor model training and fine-tuning jobs.
-  </Card>
-  <Card title="Servers" href="/agents-api/servers">
-    Deploy and manage custom/enterprise dedicated servers.
-  </Card>
-  <Card title="Uploads" href="/agents-api/uploads">
-    Presigned URL and base64 file uploads for training and generation.
-  </Card>
   <Card title="Teams" href="/agents-api/teams">
     Team members, invites, and invitation acceptance.
   </Card>
diff --git a/error-codes.mdx b/error-codes.mdx
index 3fbc209..b987c99 100644
--- a/error-codes.mdx
+++ b/error-codes.mdx
@@ -376,7 +376,7 @@ Not all non-success responses are errors. Some indicate the request is still pro
 }
 ```
 
-Use the [fetch endpoint](/general-api/fetch-image) to check the status of processing requests.
+Use the [fetch endpoint](/image-generation/community-models/dreambooth-fetch-queue-image) to check the status of processing requests.
 
 ## Getting Help
 
diff --git a/image-editing/overview.mdx b/image-editing/overview.mdx
index 70e4f31..6de052c 100644
--- a/image-editing/overview.mdx
+++ b/image-editing/overview.mdx
@@ -18,7 +18,7 @@ description: "AI image editing API for face generation, inpainting, outpainting,
       <span className="badge-new">NEW</span>
     </div>
   </Card>
-  <Card title="Flux Kontext Dev" href="/image-generation/flux_kontext/flux-kontext-img-to-image">
+  <Card title="Flux Kontext Dev" href="/image-editing/flux-kontext-img-to-image">
     Edit image from text based using flux kontext model.
   </Card>
   <Card title="Fashion" href="/image-editing/fashion" img="">
diff --git a/image-generation/flux/flux-text-to-image.mdx b/image-generation/flux/flux-text-to-image.mdx
index 48a4df1..32c4149 100644
--- a/image-generation/flux/flux-text-to-image.mdx
+++ b/image-generation/flux/flux-text-to-image.mdx
@@ -271,8 +271,8 @@ When you receive a processing response, use the [Fetch endpoint](/image-generati
 ## Related Endpoints
 
 <CardGroup cols={2}>
-  <Card title="Image to Image" icon="image" href="/image-generation/flux/flux-img2img">
-    Transform existing images with FLUX
+  <Card title="Image to Image" icon="image" href="/image-generation/community-models/dreambooth-image-to-image">
+    Transform existing images with a FLUX model ID
   </Card>
   <Card title="Fetch Results" icon="download" href="/image-generation/community-models/dreambooth-fetch-queue-image">
     Retrieve results for processing requests
diff --git a/image-generation/overview.mdx b/image-generation/overview.mdx
index 9e0085f..d78263b 100644
--- a/image-generation/overview.mdx
+++ b/image-generation/overview.mdx
@@ -18,9 +18,6 @@ description: "Generate stunning AI images with 10,000+ Stable Diffusion models,
   <Card title="Pony Models" href='/image-generation/pony-models/overview'>
     Generate high-quality images with Pony models.
   </Card>
-  <Card title="NanoBanana Lite" href='/image-generation/nanobanana-lite-pretrained/overview'>
-    Generate images with the NanoBanana Lite Pretrained model.
-  </Card>
   <Card title="Community Models" href='/image-generation/community-models/overview'>
     Collection of APIs that lets you use Community LoRA Models and many more.
   </Card>
diff --git a/release-notes/overview.mdx b/release-notes/overview.mdx
index af43ed3..851f939 100644
--- a/release-notes/overview.mdx
+++ b/release-notes/overview.mdx
@@ -7,7 +7,4 @@ description: "Latest updates, new features, bug fixes, and improvements to the M
   <Card title="API" icon="code" href="/release-notes/api">
     Discover the latest enhancements, new features, and bug fixes for ModelsLab’s API.
   </Card>
-  <Card title="Playground" icon="play" href="/release-notes/playground">
-    Explore the new capabilities and improvements in the ModelsLab Playground.
-  </Card>
 </Columns>
\ No newline at end of file
diff --git a/video-api/video-to-video.mdx b/video-api/video-to-video.mdx
index 5205f66..37bbf3d 100644
--- a/video-api/video-to-video.mdx
+++ b/video-api/video-to-video.mdx
@@ -8,7 +8,7 @@ hidden: true
 ### Video to Video
 Generate videos from video.
 
-![Video to Video Example](/images/video-api/assets/images/Image-to-video-06907dcc4363b727c589be0243af41f4.jpg)
+![Video to Video Example](/images/video-api/assets/images/Image_to_video_modelslab.jpg)
 
 
 ## Request