diff --git a/docs/my-website/img/release_notes/ui_format.png b/docs/my-website/img/release_notes/ui_format.png
new file mode 100644
index 00000000000..c804a54f3bf
Binary files /dev/null and b/docs/my-website/img/release_notes/ui_format.png differ
diff --git a/docs/my-website/img/release_notes/ui_model.png b/docs/my-website/img/release_notes/ui_model.png
new file mode 100644
index 00000000000..44299e2e7c8
Binary files /dev/null and b/docs/my-website/img/release_notes/ui_model.png differ
diff --git a/docs/my-website/release_notes/v1.56.4/index.md b/docs/my-website/release_notes/v1.56.4/index.md
index 2893b191e06..5d3a7bdf553 100644
--- a/docs/my-website/release_notes/v1.56.4/index.md
+++ b/docs/my-website/release_notes/v1.56.4/index.md
@@ -1,19 +1,39 @@
import Image from '@theme/IdealImage';
-## New Features
-## Admin UI
+`deepgram`, `fireworks ai`, `vision`, `admin ui`, `dependency upgrades`
+
+## New Models
+
+### **Deepgram Speech to Text**
+
+### **Fireworks AI - Vision** support for all models
+LiteLLM supports document inlining for Fireworks AI models. This is useful for models that are not vision models, but still need to parse documents/images/etc.
+LiteLLM will add `#transform=inline` to the url of the image_url, if the model is not a vision model [See Code](https://github.com/BerriAI/litellm/blob/1ae9d45798bdaf8450f2dfdec703369f3d2212b7/litellm/llms/fireworks_ai/chat/transformation.py#L114)
+
+
+## Proxy Admin UI
- `Test Key` Tab displays `model` used in response
+
+
- `Test Key` Tab renders content in `.md`, `.py` (any code/markdown format)
+
+
## Dependency Upgrades
- (Security fix) Upgrade to `fastapi==0.115.5` https://github.com/BerriAI/litellm/pull/7447
-## Docs
+## Bug Fixes
+
+- Add health check support for realtime models [Here](https://docs.litellm.ai/docs/proxy/health#realtime-models)
+- Health check error with audio_transcription model https://github.com/BerriAI/litellm/issues/5999
+
+
+