Agent Output Is Not UX: Rendering Layer Your LLM Pipeline Is Missing - Bala Ramdoss, Amazon Lens
Agent output needs a dedicated rendering layer between model and human interface to succeed.
“That layer is what I'm going to talk about. The models and agents are here to stay. And we should learn how to make it friendly to the humans.”
Amazon Lens engineer Bala Ramdoss argues that the critical gap in agentic AI products is not the model itself but the rendering layer between model output and human interaction. Drawing on experience shipping AI features to millions of mobile users, he frames problems like latency, streaming, and device fragmentation as delivery problems ignored by most teams. The insight is practically useful for AI product builders but represents accumulated practitioner wisdom rather than a novel breakthrough.