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def should_escalate_to_human(confidence_score: float, sentiment_score: float, is_vip_tenant: bool) -> bool:
    if confidence_score < 0.82 or sentiment_score < -0.60:
        return True
    if is_vip_tenant and confidence_score < 0.92:
        return True
    return False

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Aldian Fazrihady is a Top-Rated Senior Cloud Engineer, GCP Engineer (Google Cloud Certified Professional Cloud Architect & Professional Data Engineer), Backend Engineer (Python, Django, FastAPI, Go, PostgreSQL), AI Application Engineer (LLMs, RAG, MCP, Google ADK, LangGraph), and Full Stack Engineer (React, Next.js, TypeScript) with 15+ years of production software engineering experience.

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