Product Design and AI Development: Task Management & Decision Support App

How I built a modular system to improve execution and reduce decision fatigue across high-friction workflows, focusing on clear prioritization and responsive task surfacing.

By Joseph Arnold1 min read

I built a modular system to improve execution and reduce decision fatigue across high-friction workflows. My goal was clear prioritization and responsive task surfacing, tailored to the end user’s context without requiring manual triage.

Executive Summary

For this project, I created a responsive system that replaces static templates with structured, behavior-driven workflows. It functions as a dynamic executive layer that I designed to hold context, adapt priorities, and surface the next best action to support momentum in high-friction conditions where conventional tools often fail.

  • I replaced static templates with dynamic, behavior-driven workflows.
  • My system holds context and adapts priorities to surface next steps automatically.
  • I designed it to support user momentum in low-clarity, high-friction conditions.
  • The UX I built delivers a tailored experience that reflects modern cognitive economy.