def get_transcript_structure(
    transcript: str,
    started_at: datetime,
    language_code: str,
    tz: str,
    uid: str,  # ADD THIS
    photos: List[ConversationPhoto] = None,
    calendar_meeting_context: 'CalendarMeetingContext' = None,
) -> Structured:

from database.auth import get_user_name

def get_transcript_structure(...):
    # Get user's actual name
    user_name = get_user_name(uid, use_default=True)  # Returns "The User" if no name found
    
    conversation_context = _build_conversation_context(transcript, photos, calendar_meeting_context)
    # ... rest of function

instructions_text = f'''You are an expert content analyzer analyzing content from {user_name}.

IMPORTANT: The user's name is {user_name}. When referring to the user in titles, overviews, or summaries, use their actual name instead of generic "user" or "Speaker 0".

CRITICAL: If CALENDAR MEETING CONTEXT is provided with participant names, you MUST use those names:
- The conversation happened between the named participants
- For the USER specifically, always use "{user_name}"
- Match transcript speakers to participant names

For the title, Write a clear headline (≤ 10 words). When {user_name} is a key participant, include their name (e.g., "{user_name} and John Discuss Q2 Budget").
...
'''