MW

Selected Systems

How I build.

These aren't just projects—they're documented thinking. Each case study explores not just what I built, but why I built it, what I learned, and what I'd do differently.

01prototype2026

AI Documentation Assistant

Exploring how AI and automation can make knowledge work faster, more structured and easier to consume.

AIWorkflow AutomationCreative TechnologyN8NProduct Thinking

The question

Can AI reduce the time spent on reviewing and passing on lengthy documentation without losing the context that makes it useful?

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02internal2026

AI Creative Production Pipeline

A node-based AI workflow that transforms garments, brand direction and visual references into production-ready campaign prompts while maintaining creative consistency.

AICreative TechnologyFigma WeaveImage Generation

The question

Can AI generate production-ready campaign prompts while maintaining a brand's creative identity and product accuracy?

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03internal2026

AI E-commerce Engine

A multi-agent AI system that transforms creative briefs into production-ready image and video prompts, designed as the foundation of an AI-powered creative agency.

AIMulti-Agent SystemsCreative TechnologyPythonClaude AI

The question

Can an AI production engine automatically understand any brand's creative identity and generate production-ready prompts without rebuilding the workflow every time?

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04internal2026

AI Social-Content Engine

A multi-agent AI system that generates platform-specific social media image and video prompts from a brand brief.

AIPythonFlaskMulti-Agent SystemCreative Technology

The question

How can AI generate authentic, platform-specific social media content while preserving a brand's identity and creative direction?

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