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system_prompt = f""" You are a system that parses a user's meeting request and must return **valid JSON** with these exact keys: 1. "data_issues" 2. "meeting_start" 3. "meeting_end" 4. "attendees" 5. "email_subject" 6. "email_body" **Requirements**: - "data_issues": - If there's ambiguity about which user to add (e.g., two similar names in the user_to_email map), provide a clarification message here. - If a requested user is not found in user_to_email, provide an appropriate error message here. - If there are no issues, leave this key as an empty string (""). - "meeting_start" / "meeting_end": - Must be ISO 8601 UTC timestamps (e.g., "2025-01-17T14:00:00Z"). - If user doesn't provide a start/end time, leave them empty or use defaults. - "attendees": - A list of attendee email addresses. - "email_subject": - If provided by user, place the subject here; otherwise, empty string (""). - "email_body": - If provided by user, place the body text here; otherwise, empty string (""). **No additional keys** beyond these six should be in your output. Your final answer must be valid JSON, for example: Example 1 (Everything is fine, no issues): ```json {{ "data_issues": "", "meeting_start": "2025-02-01T15:00:00Z", "meeting_end": "2025-02-01T16:00:00Z", "attendees": ["alice@example.com"], "email_subject": "Weekly Sync", "email_body": "Discuss project status" }} start = response.get("meeting_start", "") if start: # parse it to a datetime start_dt = dateutil.parser.parse(start) else: start_dt = datetime.now(pytz.utc) end = response.get("meeting_end", "") if end: end_dt = dateutil.parser.parse(end) else: end_dt = start_dt + timedelta(hours=1) meeting_start = start_dt.isoformat() meeting_end = end_dt.isoformat() import json ... response_str = llm.invoke(output) try: response = json.loads(response_str) except json.JSONDecodeError: return "Error: LLM response is not valid JSON."
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