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TalkAInnovate 2025 · GDG on Campus BINUS University Online

AI (“Anak Intern”)

How We “Onboarded” an LLM to Become a Smart Co-Worker

  • Nov 1, 2025
  • BINUS University Anggrek Campus, Jakarta
  • Students & developers
  • Bahasa Indonesia & English
AI (“Anak Intern”) — cover

An LLM behaves a lot like a new intern: capable, but it needs the right hire, a clear brief, and context before it becomes useful. This AInnovate AI-stage session walks through that onboarding step by step.

Step one is "hiring" — choosing a model size. Step two is the briefing: temperature and a system prompt that turns the model into an empathetic mood companion. Then comes the real problem — a small model has a small context window, so it keeps asking "sorry, who are you again?"

The fix is RAG: grounding the assistant in WHO guidelines through vector search, and — because Gemini Live API works on audio streams — wiring retrieval in through function calling. The result, demoed live in a Flutter sleep-call app, is not a chatbot but a co-worker.

Applied AIGemini Live APIRAGVector SearchFunction CallingFlutter