diff --git a/flash/custom-docker-images.mdx b/flash/custom-docker-images.mdx
index 57a6f133..166e55c5 100644
--- a/flash/custom-docker-images.mdx
+++ b/flash/custom-docker-images.mdx
@@ -30,7 +30,7 @@ Runpod provides pre-built worker images for common frameworks:
 | Framework | Image name | Documentation |
 |-----------|-------|---------------|
 | vLLM | `runpod/worker-vllm` | [vLLM docs](/serverless/vllm/overview) |
-| Automatic1111 | `runpod/worker-a1111:stable` | [A1111 docs](/serverless/workers/sdxl-a1111) |
+| Automatic1111 | `runpod/worker-a1111:stable` | [Docker Hub](https://hub.docker.com/r/runpod/a1111) |
 | ComfyUI | `runpod/worker-comfy` | [Docker Hub](https://hub.docker.com/r/runpod/worker-comfyui) |
 
 ### Custom images
diff --git a/tutorials/flash/build-rest-api-with-load-balancer.mdx b/tutorials/flash/build-rest-api-with-load-balancer.mdx
index d039ff20..0495655d 100644
--- a/tutorials/flash/build-rest-api-with-load-balancer.mdx
+++ b/tutorials/flash/build-rest-api-with-load-balancer.mdx
@@ -694,7 +694,6 @@ flash deploy --env production # Production
 
 ## Related resources
 
-- [Configuration reference](/flash/configuration/parameters)
-- [Endpoint functions guide](/flash/create-endpoints)
+- [Endpoint class guide](/flash/create-endpoints)
+- [Endpoint class parameter reference](/flash/configuration/parameters)
 - [Deploy Flash apps](/flash/apps/deploy-apps)
-- [Managing endpoints](/flash/managing-endpoints)
diff --git a/tutorials/flash/image-generation-with-sdxl.mdx b/tutorials/flash/image-generation-with-sdxl.mdx
index 08badd75..2b924c59 100644
--- a/tutorials/flash/image-generation-with-sdxl.mdx
+++ b/tutorials/flash/image-generation-with-sdxl.mdx
@@ -667,7 +667,6 @@ def generate_image(prompt, ...):
 
 - [Endpoint functions guide](/flash/create-endpoints).
 - [Configuration reference](/flash/configuration/parameters).
-- [Managing Flash endpoints](/flash/managing-endpoints).
 - [Hugging Face diffusers documentation](https://huggingface.co/docs/diffusers/index).
 - [Stable Diffusion XL model card](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0).
 - [Prompt engineering guide](https://huggingface.co/docs/diffusers/using-diffusers/write_good_prompt).
diff --git a/tutorials/flash/text-generation-with-transformers.mdx b/tutorials/flash/text-generation-with-transformers.mdx
index e8166046..23c97e58 100644
--- a/tutorials/flash/text-generation-with-transformers.mdx
+++ b/tutorials/flash/text-generation-with-transformers.mdx
@@ -462,6 +462,5 @@ When deploying queue-based functions with `flash deploy`, each function must hav
 
 - [Endpoint functions guide](/flash/create-endpoints).
 - [Configuration reference](/flash/configuration/parameters).
-- [Managing Flash endpoints](/flash/managing-endpoints).
 - [Hugging Face transformers documentation](https://huggingface.co/docs/transformers/index).
 - [Hugging Face model hub](https://huggingface.co/models).