AI Agent at Scale
Tentang speaker
M. Ikhwan Khaleed Nasution
M. Ikhwan Khaleed Nasution adalah AI & Cloud Solution Architect di BytePlus, unit layanan AI dan cloud milik ByteDance, untuk pasar Indonesia. Ia kerap tampil sebagai pembicara teknis. Di acara BytePlus Future Connect: Practical AI Implementation for Enterprises, hasil kolaborasi Indonet dan BytePlus, ia membawakan sesi "HiAgent: Transforming LLMs into Enterprise-Grade Agentic Intelligence". Sesi itu membahas cara mengubah large language model menjadi agen AI siap pakai di perusahaan untuk mendorong produktivitas, otomasi, dan pengambilan keputusan.
Tentang talk ini
M. Ikhwan Khaleed Nasution argues that building an AI prototype is easy, but production is a different problem once thousands of users arrive, traffic spikes and GPU costs climb. He defines an AI agent as a system that can perceive, reason and act, and explains how it differs from a chatbot. He traces the path from rule-based bots to machine learning, LLMs and agentic AI, then lists the challenges of latency, cost, data integration, reliability with human oversight, and governance. He outlines a four-layer architecture of LLM backbone, gateway, tooling and orchestrator, and demos BytePlus image, video and voice models and its agent builder. Aimed at developers and companies taking agents to production.
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