zain_

the ai lab · experiments & roadmap

AI is my working medium. I'm helping my design org make it theirs too.

12+
experiments on the wall
7
shipped & in use
4
altitudes · self → industry

rung 01

Side Quests

Personal builds. Proof I ship, not just design.

rung 02

Team

Raising the craft + velocity of the people around me.

rung 03

Org

Programs, systems, and rituals that help the whole design org.

rung 04

Industry

Work that reaches beyond the company.

  • Org✅ shipped

    CopyCat: Comms Framework

    A tonal matrix + AI tooling that standardizes partner communication. Won the company-wide AI hackathon; live and in use by the team.

    Framework

  • Org🔄 in progress

    Gen-AI L&D Program

    Director-approved, org-wide program upskilling designers to work with AI: weekly 1.5h sessions across skill-up, tool-building, and workflow phases.

    Program

  • Org🔄 in progress

    Design Tokens Audit

    An end-to-end audit + governance pass on the design system's token layer: finding drift, naming rules, making the system trustworthy.

    Design systems

  • Team✅ shipped

    AI Playground Workshop

    A full-day, hands-on workshop to move the design team from AI-curious to AI-productive. It seeded a video pipeline and ElevenLabs adoption.

    Teaching

  • Team✅ shipped

    Prime 2.0: Narrative Ideation

    Generated 12 program narratives with AI; both finalist concepts came from the set, and the adopted Gemstone direction shipped Sep 2025.

    AI as medium

  • Team🔄 in progress

    Forge: Per-Designer AI Tutor

    A personal AI tutor for each designer on the team: curriculum-aware, paced to the individual.

    Tooling

  • Side Quests🔄 in progress

    Second Brain: Knowledge OS

    A git-versioned, AI-run personal knowledge base. Built for me; the method is scaling toward an org-wide knowledge plan.

    System

  • Side Quests🧪 experiment

    Prism

    A personal money OS: AI expense-logging that maps transactions into my own taxonomy, growing toward investment planning.

    Product

  • Side Quests✅ shipped

    CartCop

    A strict-but-fair AI that pulls me over before checkout. It interrogates impulse buys and only approves genuine needs.

    Product

  • Side Quests✅ shipped

    Marifa

    A study companion that decodes the layered meanings of classical mystic texts, built for my own daily reading practice.

    Product

  • Industry✅ shipped

    mobile-screen-eval

    A heuristic + accessibility evaluator for mobile screens (Nielsen, WCAG, and platform patterns), published as a public package.

    Tooling

  • Industry✅ shipped

    Unjargon

    Explains dev jargon to designers in plain language. A shipped public product, live on the web.

    Product