04Artificial Intelligence
AI as a working tool — with human accountability
I use AI daily for analysis, development, testing, and creative production because it multiplies speed. But I review, test, and take responsibility for everything it produces. I don't claim to train models or do advanced research; my expertise is in practical application.
Relevant experience
AI-assisted development
My products and client projects, including this site, are built this way.
Creative production
Video and music with AI tools, including SEEN's AI video service.
Testing & automation
Automated tests and visual checks across engines and sizes.
Practical contributions
I use AI as a daily working tool: requirement analysis, accelerated development, code review, automation, testing, and creative production of video and music. Human judgment, review, testing, and accountability remain a non-negotiable part of everything I deliver.
- Applied AI workflows
- AI-assisted development with human review
- Automation and operational efficiency
- Testing and quality improvement
- Creative production: video and music
Evidence from real work
- My own products and client projects are built with an AI-assisted development methodology
- Functional and interaction testing with automated workflows inside the products
- The creative gallery activates once real samples are uploaded
Skills & capabilities
Development
- Requirement analysis
- AI-assisted development
- Code review
- Workflow optimisation
Production
- AI video production
- AI music production
- Rapid prototyping
Practical examples & related projects
This interactive resume
Designed, built, and tested with an AI-assisted workflow, with human review on every decision.
My method in this field
01
A human-defined task
Goal and acceptance criteria before any prompt.
How would I approach your need?
Pick the situation closest to yours.
- 1Identify repetitive tasks
- 2Safe workflows with human review
- 3Hands-on training and impact measurement