Augment Code faced critical performance issues in its VS Code extension as conversations grew complex, leading to crashes and UI freezes. By replacing their reactive state management with Redux and Redux-Saga—and building a custom Svelte-Redux bridge—they achieved 2x faster inference, eliminated memory leaks, and made previously impossible features feasible. This deep dive reveals their architectural overhaul and lessons for complex extension development.