AI Experiments & Projects

A growing collection of things I’m actually building and experimenting with — using today’s AI tools to explore what changes when AI becomes part of the engineering workflow.

AI Engineering

AI-Assisted Requirements Engineering
Using OpenCode and MCP with JIRA, Confluence, GitHub and the filesystem to help Product Owners discover gaps, risks, questions, testing needs and manageable delivery iterations.

AI Products

Personal Finance AI Advisor<\/a> — an AI-assisted financial analysis application exploring how an LLM can reason across accounts, investments and pensions.

Children’s Reading Companion — an experiment in using AI to listen while a child reads, detect where they struggle and provide help with the text.

GPS Commuter Alarm — a mobile experiment using destination-based GPS rather than estimated journey time to help commuters sleep longer with confidence.

AI in Organizations

Service Desk FAQ & Continuous Improvement<\/a> — using nine months of helpdesk history to create a self-service knowledge base and identify recurring problems that engineering can eliminate.

Each experiment is documented as I learn what works, what doesn’t, and what it means for engineering in the age of AI.