diff --git a/server/reflector/hatchet/workflows/daily_multitrack_pipeline.py b/server/reflector/hatchet/workflows/daily_multitrack_pipeline.py
index b92ab49b..acc15f6b 100644
--- a/server/reflector/hatchet/workflows/daily_multitrack_pipeline.py
+++ b/server/reflector/hatchet/workflows/daily_multitrack_pipeline.py
@@ -392,6 +392,38 @@ async def get_participants(input: PipelineInput, ctx: Context) -> ParticipantsRe
                 parse_livekit_track_filepath,  # noqa: PLC0415
             )
 
+            # Look up identity → Reflector user_id mapping from Redis
+            # (stored at join time in rooms.py)
+            identity_to_user_id: dict[str, str] = {}
+            try:
+                from reflector.db.meetings import (
+                    meetings_controller as mc,  # noqa: PLC0415
+                )
+                from reflector.redis_cache import get_redis  # noqa: PLC0415
+
+                meeting = (
+                    await mc.get_by_id(transcript.meeting_id)
+                    if transcript.meeting_id
+                    else None
+                )
+                if meeting:
+                    redis = await get_redis()
+                    mapping_key = f"livekit:participant_map:{meeting.room_name}"
+                    raw_map = await redis.hgetall(mapping_key)
+                    identity_to_user_id = {
+                        k.decode() if isinstance(k, bytes) else k: v.decode()
+                        if isinstance(v, bytes)
+                        else v
+                        for k, v in raw_map.items()
+                    }
+                    ctx.log(
+                        f"get_participants: loaded {len(identity_to_user_id)} identity→user_id mappings from Redis"
+                    )
+            except Exception as e:
+                ctx.log(
+                    f"get_participants: could not load identity map from Redis: {e}"
+                )
+
             for idx, track in enumerate(input.tracks):
                 identity = track.get("participant_identity")
                 if not identity:
@@ -401,17 +433,25 @@ async def get_participants(input: PipelineInput, ctx: Context) -> ParticipantsRe
                         identity = parsed.participant_identity
                     except (ValueError, KeyError):
                         identity = f"speaker-{idx}"
+
+                # Strip the uuid suffix from identity for display name
+                # e.g., "Juan-2bcea0" → "Juan"
+                display_name = (
+                    identity.rsplit("-", 1)[0] if "-" in identity else identity
+                )
+                reflector_user_id = identity_to_user_id.get(identity)
+
                 participant = TranscriptParticipant(
                     id=identity,
                     speaker=idx,
-                    name=identity,
-                    user_id=identity if not identity.startswith("anon-") else None,
+                    name=display_name,
+                    user_id=reflector_user_id,
                 )
                 await transcripts_controller.upsert_participant(transcript, participant)
                 participants_list.append(
                     ParticipantInfo(
                         participant_id=identity,
-                        user_name=identity,
+                        user_name=display_name,
                         speaker=idx,
                     )
                 )
@@ -705,13 +745,31 @@ async def mixdown_tracks(input: PipelineInput, ctx: Context) -> MixdownResult:
     # else: modal backend already uploaded to output_url
 
     async with fresh_db_connection():
-        from reflector.db.transcripts import transcripts_controller  # noqa: PLC0415
+        from reflector.db.transcripts import (  # noqa: PLC0415
+            TranscriptDuration,
+            transcripts_controller,
+        )
 
         transcript = await transcripts_controller.get_by_id(input.transcript_id)
         if transcript:
-            await transcripts_controller.update(
-                transcript, {"audio_location": "storage"}
-            )
+            update_data = {"audio_location": "storage"}
+            # Set duration from mixdown if not already set (LiveKit: duration starts at 0)
+            if not transcript.duration or transcript.duration == 0:
+                update_data["duration"] = result.duration_ms
+            await transcripts_controller.update(transcript, update_data)
+
+            # Broadcast duration update if it was missing
+            if not transcript.duration or transcript.duration == 0:
+                await append_event_and_broadcast(
+                    input.transcript_id,
+                    transcript,
+                    "DURATION",
+                    TranscriptDuration(duration=result.duration_ms),
+                    logger=logger,
+                )
+                ctx.log(
+                    f"mixdown_tracks: set duration={result.duration_ms}ms from mixdown"
+                )
 
     ctx.log(f"mixdown_tracks complete: {result.size} bytes to {storage_path}")
 
diff --git a/server/reflector/views/rooms.py b/server/reflector/views/rooms.py
index 5ff90c97..166a28a1 100644
--- a/server/reflector/views/rooms.py
+++ b/server/reflector/views/rooms.py
@@ -621,6 +621,17 @@ async def rooms_join_meeting(
         else:
             participant_identity = f"anon-{uid_suffix}"
         participant_name = display_name or participant_identity
+
+        # Store identity → Reflector user_id mapping for the pipeline
+        # (so TranscriptParticipant.user_id can be set correctly)
+        if user_id:
+            from reflector.redis_cache import get_redis  # noqa: PLC0415
+
+            redis = await get_redis()
+            mapping_key = f"livekit:participant_map:{meeting.room_name}"
+            await redis.hset(mapping_key, participant_identity, user_id)
+            await redis.expire(mapping_key, 7 * 86400)  # 7 day TTL
+
         token = client.create_access_token(
             room_name=meeting.room_name,
             participant_identity=participant_identity,