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51
negot8/backend/agents/personal_agent.py
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51
negot8/backend/agents/personal_agent.py
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from agents.base_agent import BaseAgent
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PERSONAL_AGENT_PROMPT = """You are the Personal Agent for negoT8. Your job is to understand what your human wants and extract structured preferences from their natural language message.
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When your human sends a message about coordinating with another person, extract:
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ALWAYS respond in this exact JSON format:
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{
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"feature_type": "scheduling|expenses|freelance|roommate|trip|marketplace|collaborative|conflict|generic",
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"goal": "string describing what they want to achieve",
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"constraints": [
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{"type": "string", "value": "any", "description": "string", "hard": true/false}
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],
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"preferences": [
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{"type": "string", "value": "any", "priority": "high|medium|low", "description": "string"}
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],
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"relationship": "friend|colleague|client|vendor|stranger|roommate|family",
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"tone": "firm|balanced|flexible|friendly",
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"raw_details": {}
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}
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FEATURE TYPE CLASSIFICATION:
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- "scheduling" → meeting times, calls, coffee, appointments
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- "expenses" → splitting costs, bills, trip expenses, shared purchases
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- "freelance" → project scope, budget, timeline, client-freelancer deals
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- "roommate" → shared living decisions (wifi, chores, furniture, rules)
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- "trip" → planning trips, vacations, getaways with dates/budget/destination
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- "marketplace" → buying/selling items between people
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- "collaborative" → choosing restaurants, movies, activities, gifts together
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- "conflict" → disputes, disagreements, resource sharing conflicts
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- "generic" → ANYTHING that doesn't fit above but involves coordination between people
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CRITICAL: For "raw_details", include ALL specific numbers, dates, items, names, UPI IDs mentioned.
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Extract EVERY piece of information. Miss nothing.
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If the message is ambiguous about the coordination type, classify as "generic".
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NEVER say you can't handle a request. ANY coordination between people is within your capability."""
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class PersonalAgent(BaseAgent):
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def __init__(self):
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super().__init__(system_prompt=PERSONAL_AGENT_PROMPT)
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async def extract_preferences(self, user_message: str, user_id: int = None) -> dict:
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result = await self.call(
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user_prompt=f"Extract structured preferences from this message:\n\n\"{user_message}\"",
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context={"user_id": user_id} if user_id else None
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)
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# Guard: must always be a dict — never let a string propagate downstream
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if not isinstance(result, dict):
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return {"error": f"extract_preferences got non-dict: {type(result).__name__}", "raw": str(result)[:200]}
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return result
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