diff --git a/01 Projects/video-accessibility/Video Accessibility Platform.md b/01 Projects/video-accessibility/Video Accessibility Platform.md
index 8bbe66e..4a9fcc2 100644
--- a/01 Projects/video-accessibility/Video Accessibility Platform.md	
+++ b/01 Projects/video-accessibility/Video Accessibility Platform.md	
@@ -10,7 +10,7 @@ server: optical-dev
 tags: [oliver, video, accessibility, ai, captions, audio-description, tts, celery, mongodb]
 created: 2026-04-14
 last_commit: 2026-05-01
-commits: 360
+commits: 361
 port: 8000
 db: MongoDB Atlas
 service: docker-compose
diff --git a/99 Daily/2026-05-01.md b/99 Daily/2026-05-01.md
index b3fd89c..001de35 100644
--- a/99 Daily/2026-05-01.md	
+++ b/99 Daily/2026-05-01.md	
@@ -359,3 +359,12 @@ tags: [daily]
 - 18:38 | `video-accessibility`
   - **Asked:** Asked | Done | Log
   - **Done:** ---|---|---
+- 18:41 | `video-accessibility`
+  - **Asked:** Debug why the server returns 500 errors when joining users with memberships despite the recent deployment.
+  - **Done:** Identified that `full_name` and `email` fields are `null` in MongoDB, causing Pydantic validation to fail because the schema expects non-null strings.
+- 18:41 | `video-accessibility`
+  - **Asked:** Implement adaptive silence buffer for AD insertion instead of fixed 500ms constant.
+  - **Done:** Identified and fixed null handling in User.full_name and User.email fields in membership_service, deployed in commit 6588fee.
+- 18:42 | `video-accessibility`
+  - **Asked:** Implement adaptive silence buffer to replace hardcoded 500ms pause duration in AD insertion.
+  - **Done:** Updated backend to detect natural silence gaps and adjust buffer dynamically instead of always adding fixed 500ms.