Yu-Lin Liu

Which LLM to Fine-Tune? Agent-Driven Model Selection at Scale

Open-source model hubs now host over two million public AI models, yet teams building customer-facing AI systems must still determine which model to fine-tune for production deployment—a decision that shapes the quality, latency, and cost experienced by hundreds of millions of users. At Amazon, we spent over years of i...