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public-service

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UMMAYA

UMMAYA is an open-source conversational multi-agent CLI for Korea's national AX public-service infrastructure, pairing a Claude Code-style harness with K-EXAONE on FriendliAI and LLM-callable civic tools.

  • Updated May 23, 2026
  • TypeScript

This machine learning project aimed at assessing public service officers' friendliness in real-time. Using models like MobileNet and SVM, it detects emotions such as happiness or anger from facial expressions. With datasets like KDEF and RAF-DB, this tool offers an efficient way to evaluate service quality through facial recognition.

  • Updated Sep 25, 2024
  • Jupyter Notebook

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