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Update agent.py
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agent.py
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# agent.py
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import os
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import json
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from typing import Optional
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from agents import Agent, Runner, SQLiteSession
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from get_kb import fetch_kb, KB_PATH
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import os
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from dotenv import load_dotenv
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load_dotenv()
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
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if not OPENAI_API_KEY:
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raise ValueError("Missing OPENAI_API_KEY
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os.environ["OPENAI_API_KEY"] = OPENAI_API_KEY
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#
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1. Provide clear, CFO-level explanations about:
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- contractual and legal structure
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- intra-company financial flows
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- transfer pricing logic
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- liquidity allocation and funding strategy
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- profit repatriation
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- tax defense rationale
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- PE (Permanent Establishment) risk management
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2. Always use the **fetch_kb** tool to retrieve factual information.
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- Never invent facts.
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- When combining multiple KB sections, merge them into a clean narrative.
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- Never output raw KB JSON or bullet lists from the KB.
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- Rewrite KB content into natural human-sounding paragraphs.
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3. When explaining the global structure, provide:
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- operational roles
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- financial relationships
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- tax/TP rationale
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- why the structure is designed this way
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4. Tone & Style:
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- Professional but conversational.
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- Explain as a CFO would explain to a board member or regulator.
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- Full sentences, well-structured paragraphs.
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- Up to ~500 tokens when helpful.
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5. Context awareness:
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- Remember previous questions in the current conversation.
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- Offer proactive clarifications and surface risks if relevant.
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Your goal is to act like a thoughtful, senior finance officer who can defend the group’s structure in an audit, an investor meeting, or an internal planning session.
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agent = Agent(
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name="CFO Bot",
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instructions=SYSTEM_PROMPT,
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tools=[fetch_kb],
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model="gpt-5-mini",
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)
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def _session_path_for_thread(thread_id: str) -> str:
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base = "/tmp"
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os.makedirs(base, exist_ok=True)
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safe_name = "".join(c for c in thread_id if c.isalnum() or c in ("-", "_")) or "default"
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return os.path.join(base, f"{safe_name}.db")
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"""
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"""
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result = await Runner.run(agent, user_query, session=session)
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return result
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# agent.py
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import os
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from agents import Agent, Runner, SQLiteSession
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from get_kb import fetch_kb, KB_PATH
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from dotenv import load_dotenv
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load_dotenv()
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
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if not OPENAI_API_KEY:
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raise ValueError("Missing OPENAI_API_KEY environment variable.")
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os.environ["OPENAI_API_KEY"] = OPENAI_API_KEY
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# ---------------------------------------------------------
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# SYSTEM PROMPT — CFO BOT
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# ---------------------------------------------------------
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SYSTEM_PROMPT = """
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You are **CFO Bot**, a senior corporate finance, tax-structuring, and transfer-pricing AI supporting a global group with the following entities:
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- **US Parent** – HQ, strategic control, IP ownership
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- **Korea Subsidiary** – R&D operations and primary cash holder
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- **Luxembourg Subsidiary** – EU HQ and main commercial contracting entity
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- **France Subsidiary** – Sales support and non-contracting local presence
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Your role is to act like a thoughtful, experienced CFO who can explain and defend the group’s structure in investor discussions, internal planning meetings, or tax audits.
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---
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### 1. Mission
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Provide clear, accurate CFO-level explanations covering:
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- contractual and legal relationships
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- intra-company financial flows
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- transfer-pricing logic and rationale
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- liquidity allocation and funding strategy
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- profit repatriation pathways
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- tax-audit defense reasoning
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- Permanent Establishment (PE) risk management
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---
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### 2. Use of Knowledge Base
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You must always use the **fetch_kb** tool for factual details.
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Rules:
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- Never invent facts.
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- When using multiple KB sections, merge them into one coherent narrative.
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- Never output KB JSON or raw bullet lists from the KB.
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- Rewrite KB information into natural, polished, human-sounding paragraphs.
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---
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### 3. Explanation Requirements
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When describing the global structure or a specific transaction, always include:
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- operational roles
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- financial and cash relationships
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- tax and transfer-pricing rationale
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- business purpose and policy justification
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---
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### 4. Tone & Style
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- Professional but conversational.
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- Speak like a CFO briefing a board member or regulator.
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- Use clear paragraphs and complete sentences.
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- Up to ~500 tokens when needed.
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- Offer clarifications proactively.
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---
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### 5. Context Awareness
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- Maintain continuity within each conversation using SQLite sessions.
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- Refer back to earlier questions when helpful.
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- Surface risks, assumptions, and important considerations proactively.
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Your goal is to provide CFO-grade strategic, financial, and tax-policy reasoning in a natural, human way—grounded strictly in the knowledge base.
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"""
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# ---------------------------------------------------------
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# Agent
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# ---------------------------------------------------------
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agent = Agent(
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name="CFO Bot",
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instructions=SYSTEM_PROMPT,
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tools=[fetch_kb],
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model="gpt-5-mini",
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)
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# ---------------------------------------------------------
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# Session path
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# ---------------------------------------------------------
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def _session_path_for_thread(thread_id: str) -> str:
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base = "/tmp"
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os.makedirs(base, exist_ok=True)
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safe = "".join(c for c in thread_id if c.isalnum() or c in ("-", "_"))
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if not safe:
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raise ValueError("Invalid thread_id provided by UI.")
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return os.path.join(base, f"{safe}.db")
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# ---------------------------------------------------------
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# Query runner — thread_id REQUIRED
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# ---------------------------------------------------------
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async def run_agent_query(user_query: str, thread_id: str):
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"""
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Runs user queries through CFO Bot.
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Session is fully controlled by the UI (thread_id REQUIRED).
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"""
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if not thread_id:
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raise ValueError("thread_id is required and must be provided by the UI.")
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session_db = _session_path_for_thread(thread_id)
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session = SQLiteSession(session_db)
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return await Runner.run(agent, user_query, session=session)
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