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delete llm_utils.py
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llm_utils.py
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# src/llm_utils.py
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import os
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from openai import OpenAI
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# You can either:
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# - Set OPENAI_API_KEY as a secret in Hugging Face, OR
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# - Replace "YOUR_OPENAI_API_KEY" directly (less secure)
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API_KEY = os.getenv("OPENAI_API_KEY", "YOUR_OPENAI_API_KEY")
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client = OpenAI(api_key=API_KEY)
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def explain_savings_plan(payload: dict) -> str:
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"""
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Calls a small LLM model to explain the numeric savings plan.
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Guardrails:
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- Do NOT invent new numbers
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- Use ONLY fields from payload
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- Explanation-only; no decisions
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"""
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system_prompt = """
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You are an AI assistant that explains home down-payment savings plans for first-time buyers.
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You MUST NOT invent or change any numeric values.
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Use ONLY the fields provided in the JSON payload.
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Write 2–3 short sentences that:
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1) State what the user is trying to achieve (reach a down payment).
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2) Explain why this recommended monthly savings amount makes sense.
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3) Mention the timeline (years and months).
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Be neutral, concise, and non-promotional.
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""".strip()
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user_content = f"Here is the JSON for this user's plan: {payload}"
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try:
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completion = client.chat.completions.create(
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model="gpt-4.1-mini",
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messages=[
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": user_content},
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],
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max_tokens=220,
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temperature=0.3,
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)
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explanation = completion.choices[0].message.content.strip()
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return explanation
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except Exception:
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# Safe fallback if LLM fails
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return (
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"We calculated your recommended monthly savings using your home budget, "
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"target down payment percentage, current savings, and chosen timeline. "
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"The remaining amount is spread over the available months, with estimated "
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"closing costs added and expected interest on savings subtracted."
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)
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