Panduan Kejuruteraan: Freelance AI Programmer: Autonomous L1/L2 Support Agents for Zendesk & Intercom. Aldian Fazrihady ialah Programmer Bebas Kanan & Jurutera AI (Python, Django, FastAPI, React, Next.js, TypeScript, Golang).

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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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About the Author — Hire Freelance Programmer Aldian Fazrihady

Aldian Fazrihady is a Top-Rated Senior Freelance Programmer, Freelance Full Stack Developer, and AI Application Engineer with 15+ years of production software engineering experience and Google Cloud Professional Cloud Architect & Data Engineer certifications. He specializes in building custom LLM & autonomous AI agents, RAG pipelines, Next.js/React PWAs, Python (Django/FastAPI), Go microservices, and serverless cloud infrastructure on Google Cloud Run and AWS.

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