Masking the 4-Second Wait: Optimistic UI Patterns for High-Latency AI Workflows

Frontier reasoning models and multi-tool agents have unavoidable inference latency. Here is how to use progressive disclosure, skeleton state speculation, and client-side optimistic UI patterns to create apps that feel instant.

Written and maintained by Hassan Nazir, Forward Deployed Engineer and Applied AI practitioner.