Sabah Rahman

Frustration Free Automation

Stackable, multi-device device (Alexa-based) routines.

Using LLM + design strategy + front end dev.

Prototype made using visual studio code + manual code in React/Java + team LLM toolkit

Editable, production ready code is below.

— PROJECT NAME

Frustration Free (devices) Automation


— ROLE

Design lead on the Amazon Devices and Services team


— DATE

Late 2025

Created as an internal tool for product managers and other internal Amazonians who want to create stackable, mult-automated routines for devices to reuse and allow external customers use.

Ended up using Amazon’s internal genAI tools to help, some manual coding on my end, and design expertise to make a fully clickable prototype.

Screen recorded with Descript tool.

My team uses Cline and Kiro CLI LLMs, paired with visual studio code (with some manual coding on our end if you know what you’re doing) on our design teams to create clickable, living, breathable experiences.