Thinking
out loud

We built Shopee Live Producer — an agent that classifies buyer messages, grounds every answer against a verified catalogue, and decides what actually reaches the customer. Two of three demos broke on stage at the Sea × OpenAI Codex Regional Hackathon. What survived was the part the judges could follow: a coherent journey and legible core logic.