How this portfolio is built
This page is optional background. The site is a straightforward Next.js application. I use AI tools for drafting, refactoring, tests and documentation — the same way I use other software — and I review everything before it ships.
Why this page exists
Hiring teams need evidence: case studies, scope of ownership, and how I work under constraints. A CV alone rarely carries that depth.
This site is intentionally structured like an extension of my CV — not a separate "personal brand" product.
I keep build notes public because it is a simple way to show how I write, decide and iterate — without overstating what automation can do.
“Clarity beats polish when the goal is a serious conversation.”
Practical use of AI in product work
“Speed helps only when accountability stays visible.”
I use large language models and editor-integrated tools to speed up drafting, synthesis, refactoring and exploration.
I do not outsource judgment. In regulated and customer-facing contexts, AI output is treated as a draft until it has been reviewed by the right humans.
The repository is normal application code: components, content files and dictionaries.
Named "roles", not a real org
Sometimes I structure prompts around familiar product roles — for example separating commercial context from UX critique — to make outputs easier to review.
That is a documentation habit for personal projects. It is not a public operating model for client delivery.
Product and commercial context
Scope, trade-offs, stakeholder language
Experience and UI
Flows, clarity, consistency
Engineering and quality
Architecture, implementation risk, testing
How changes land
I ship small increments: content updates, layout tweaks, accessibility fixes and copy changes — then re-read the site as a hiring manager would.
Timelines vary with day-job capacity. This portfolio is not a substitute for product delivery commitments at work.
Clarify
Short
Decide what should change and why
Specify
Short
Capture acceptance criteria and risks
Implement
Variable
Code, content and checks
Publish
Short
Review, merge, deploy
Iterating quietly
I keep case studies consistent with what I can discuss credibly in interviews, and keep build notes modest.
If something here looks outdated, it is usually because my best evidence moved back into shipped product work at my current or earlier employers.
Core site
Case studies, CV links and contact.
Positioning refresh
Tighter positioning for mobility, payments, enterprise integrations and AI-enabled CX.
Maintenance
Ongoing copy and evidence updates as roles and products evolve.
Build habits that transfer to product work
“Make work easy to inspect: small diffs, clear intent, honest limits.”— Build notes
Prefer inspectable changes
If a reviewer cannot see the reasoning in the PR or the content diff, the change is not ready.
Keep claims proportional
The public site should not outrun what my CV and references can support.
Human review on sensitive surfaces
Customer-facing copy, partner context and anything compliance-adjacent gets a human pass.
Evidence lives elsewhere on the site
For hiring fit, start with case studies and experience. This narrative is optional context about tooling.