diff --git a/code/01_feature_transcripts/requirements.piptools b/code/01_feature_transcripts/requirements.piptools
index 72c3e8e..5548dcb 100644
--- a/code/01_feature_transcripts/requirements.piptools
+++ b/code/01_feature_transcripts/requirements.piptools
@@ -13,7 +13,7 @@ passlib
 python-multipart
 spacy
 uvicorn
-uvloop
+# uvloop # Uncomment on mac/linux, but doesn't support Windows, perf boost only.
 
 # dev dependencies - we can move them later if needed
 pytest
diff --git a/code/01_feature_transcripts/requirements.txt b/code/01_feature_transcripts/requirements.txt
index f298cfc..a213f6d 100644
--- a/code/01_feature_transcripts/requirements.txt
+++ b/code/01_feature_transcripts/requirements.txt
@@ -203,8 +203,6 @@ urllib3==2.2.0
     # via requests
 uvicorn==0.27.1
     # via -r requirements.piptools
-uvloop==0.19.0
-    # via -r requirements.piptools
 w3lib==2.1.2
     # via parsel
 wasabi==1.1.2
diff --git a/code/02_feature_search/requirements.piptools b/code/02_feature_search/requirements.piptools
index 72c3e8e..5548dcb 100644
--- a/code/02_feature_search/requirements.piptools
+++ b/code/02_feature_search/requirements.piptools
@@ -13,7 +13,7 @@ passlib
 python-multipart
 spacy
 uvicorn
-uvloop
+# uvloop # Uncomment on mac/linux, but doesn't support Windows, perf boost only.
 
 # dev dependencies - we can move them later if needed
 pytest
diff --git a/code/02_feature_search/requirements.txt b/code/02_feature_search/requirements.txt
index f298cfc..a213f6d 100644
--- a/code/02_feature_search/requirements.txt
+++ b/code/02_feature_search/requirements.txt
@@ -203,8 +203,6 @@ urllib3==2.2.0
     # via requests
 uvicorn==0.27.1
     # via -r requirements.piptools
-uvloop==0.19.0
-    # via -r requirements.piptools
 w3lib==2.1.2
     # via parsel
 wasabi==1.1.2
diff --git a/code/03_feature_summary/.idea/misc.xml b/code/03_feature_summary/.idea/misc.xml
index a971a2c..df8e497 100644
--- a/code/03_feature_summary/.idea/misc.xml
+++ b/code/03_feature_summary/.idea/misc.xml
@@ -1,4 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
-  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.11" project-jdk-type="Python SDK" />
+  <component name="Black">
+    <option name="sdkName" value="Python 3.12 (03_feature_summary)" />
+  </component>
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.12 (03_feature_summary)" project-jdk-type="Python SDK" />
 </project>
\ No newline at end of file
diff --git a/code/03_feature_summary/requirements.piptools b/code/03_feature_summary/requirements.piptools
index 72c3e8e..5548dcb 100644
--- a/code/03_feature_summary/requirements.piptools
+++ b/code/03_feature_summary/requirements.piptools
@@ -13,7 +13,7 @@ passlib
 python-multipart
 spacy
 uvicorn
-uvloop
+# uvloop # Uncomment on mac/linux, but doesn't support Windows, perf boost only.
 
 # dev dependencies - we can move them later if needed
 pytest
diff --git a/code/03_feature_summary/requirements.txt b/code/03_feature_summary/requirements.txt
index bff84ef..a213f6d 100644
--- a/code/03_feature_summary/requirements.txt
+++ b/code/03_feature_summary/requirements.txt
@@ -150,7 +150,7 @@ pymongo==4.6.1
     # via motor
 pytest==8.0.0
     # via -r requirements.piptools
-python-multipart==0.0.7
+python-multipart==0.0.9
     # via -r requirements.piptools
 requests==2.31.0
     # via
@@ -186,7 +186,7 @@ thinc==8.2.3
     # via spacy
 toml==0.10.2
     # via beanie
-tqdm==4.66.1
+tqdm==4.66.2
     # via spacy
 typer==0.9.0
     # via
@@ -201,9 +201,7 @@ typing-extensions==4.9.0
     #   typer
 urllib3==2.2.0
     # via requests
-uvicorn==0.27.0.post1
-    # via -r requirements.piptools
-uvloop==0.19.0
+uvicorn==0.27.1
     # via -r requirements.piptools
 w3lib==2.1.2
     # via parsel
diff --git a/code/03_feature_summary/src/services/ai_service.py b/code/03_feature_summary/src/services/ai_service.py
index b4786a9..25258f9 100644
--- a/code/03_feature_summary/src/services/ai_service.py
+++ b/code/03_feature_summary/src/services/ai_service.py
@@ -104,7 +104,7 @@ async def worker_transcribe_episode(podcast_id: str, episode_number: int) -> Epi
     await db_transcript.save()
 
     dt = datetime.datetime.now() - t0
-    print(f'Processing complete for transcription, dt = {dt.total_seconds():,.2} sec.')
+    print(f'Processing complete for transcription, dt = {dt.total_seconds():,.0f} sec.')
 
     return db_transcript