Mark Ma.
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Product · AI agent design

SIP Control

An early alcohol-reduction companion exploring conversational support, daily logging, and personal goals.

Team prototype / May 2025

An idea worth exploring

SIP Control explored how a supportive conversational interface could help people reflect on drinking habits. The concept includes onboarding goals, natural-language intake logging, and conversations around triggers such as stress, social situations, and boredom.

My role

I worked on product direction and AI agent design in a team spanning backend engineering, full-stack development, and UI/UX. The technical exploration used React, Flask, LangGraph, Azure OpenAI, and Cosmos DB.

An honest prototype

The project reached an interface and implementation prototype. It was not fully running end to end. Its value here is in the product idea, interaction design, and the attempt to turn behavioral support into a thoughtful workflow.

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