diff --git a/docs/my-website/docs/response_api.md b/docs/my-website/docs/response_api.md
index e64f922ac80..c0bb003c096 100644
--- a/docs/my-website/docs/response_api.md
+++ b/docs/my-website/docs/response_api.md
@@ -803,11 +803,18 @@ LiteLLM Proxy supports session management for non-OpenAI models. This allows you
 
 1. Enable storing request / response content in the database
 
-Set `store_prompts_in_spend_logs: true` in your proxy config.yaml. When this is enabled, LiteLLM will store the request and response content in the database.
+Set `store_prompts_in_cold_storage: true` in your proxy config.yaml. When this is enabled, LiteLLM will store the request and response content in the s3 bucket you specify.
 
 ```yaml
+litellm_settings:
+  callbacks: ["s3_v2"]
+  s3_callback_params: # learn more https://docs.litellm.ai/docs/proxy/logging#s3-buckets
+    s3_bucket_name: litellm-logs   # AWS Bucket Name for S3
+    s3_region_name: us-west-2       
+
 general_settings:
-  store_prompts_in_spend_logs: true
+  cold_storage_custom_logger: s3_v2
+  store_prompts_in_cold_storage: true
 ```
 
 2. Make request 1 with no `previous_response_id` (new session)
diff --git a/docs/my-website/img/release_notes/responses_api_session_mgt_images.jpg b/docs/my-website/img/release_notes/responses_api_session_mgt_images.jpg
new file mode 100644
index 00000000000..852d2fdd6d0
Binary files /dev/null and b/docs/my-website/img/release_notes/responses_api_session_mgt_images.jpg differ
diff --git a/docs/my-website/release_notes/v1.75.5-stable/index.md b/docs/my-website/release_notes/v1.75.5-stable/index.md
index 499b08a5b0f..8eedccce9ea 100644
--- a/docs/my-website/release_notes/v1.75.5-stable/index.md
+++ b/docs/my-website/release_notes/v1.75.5-stable/index.md
@@ -59,22 +59,31 @@ Users of our Docker image, are **not** affected by this change.
 
 ---
 
-## Redis - Latency Improvements
+## Redis Latency Improvements
 
 <Image 
   img={require('../../img/release_notes/faster_caching_calls.png')}
   style={{width: '100%', display: 'block', margin: '2rem auto'}}
 />
 
+<br/>
+
 This release adds in-memory caching for Redis requests, enabling faster response times in high-traffic. Now, LiteLLM instances will check their in-memory cache for a cache hit, before checking Redis. This reduces caching-related latency from 100ms for LLM API calls to sub-1ms, on cache hits. 
 
+---
 
+## Responses API Session Management w/ Images
 
+<Image 
+  img={require('../../img/release_notes/responses_api_session_mgt_images.jpg')}
+  style={{width: '100%', display: 'block', margin: '2rem auto'}}
+/>
 
+<br/>
 
+LiteLLM now supports session management for Responses API requests with images. This is great for use-cases like chatbots, that are using the Responses API to track the state of a conversation. LiteLLM session management works across **ALL** LLM API's (including Anthropic, Bedrock, OpenAI, etc). LiteLLM session management works by storing the request and response content in an s3 bucket, you can specify. 
 
-
-
+---
 
 
 ## New Models / Updated Models