Product Lab · Living Portfolio

Product thinking,
made visible.

Small tools for real problems. A living portfolio documenting how I frame messy problems, design product logic, build working prototypes with AI support, and iterate through real use.

Not a code portfolio. A product judgment portfolio.

Explore projects
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Projects in progress
01
Active case
Job Screening System

PM job search generates too many daily listings. How do you filter signal from noise — and score fit — without spending 45 minutes per day?

"Explainability matters more than automation. The system should show why a role is worth applying for, not just produce a score."

02
Coming soon
Parking Sign Interpreter

Australian parking signs combine time, day, zone and permit logic. The hardest part isn't reading the sign — it's knowing what applies right now.

"The product risk is not OCR accuracy alone. It needs time, location, confidence, and a clear safety boundary."

03
Meta project
Product Case Logger

Building with AI creates scattered decisions, prompts, screenshots and iterations. How do you turn an ongoing build process into structured product evidence?

"The portfolio is the product — not just the outputs. It should capture product judgment while the work is still unfolding."

How I build
01
Frame

Clarify the user, pain point, context, and what a useful outcome should look like.

02
Design

Turn the problem into product logic: inputs, outputs, rules, trade-offs, and edge cases.

03
Build

Use AI-assisted tools to prototype, test, debug, and refine while keeping product direction and trade-offs explicit.

04
Reflect

Document decisions, limitations, and what should be improved in the next iteration.

Skills
Product judgment Problem framing AI-assisted prototyping Decision systems Stakeholder translation Edge-case thinking Workflow design Product logic UX thinking Data-informed iteration Privacy-aware design Case study storytelling