Answers questions about my CV, projects and working history in my own words.
Improving everyday work with AI.
I design services around the people who have to use them: journey maps, requirements, delivery. Twenty years of that work, across telecom, consulting and public healthcare. The AI systems here are built the same way, starting from where the work actually breaks down.
Eleven projects across résumé tailoring, FX signals, market alerting, curriculum tutoring and an autonomous trading desk. Each one designed, shipped and maintained solo.
University of Manchester
Public healthcare
Ontario Health
Index of work
Eleven entriesTailors a résumé and cover letter to the exact job posting, using only what is already in your experience.
Answers after-hours calls for Ontario trades businesses and texts the owner a summary of each one.
Short posts on practical AI use: the thing you had wrong, in under a minute.
Portfolio control centre running autonomous trading and operations across stocks, options and crypto.
Ontario curriculum tutor for grades 10 to 12, aligned to the actual course expectations.
Curates Canadian and US stock opportunities through structured multi-model debate, then tracks how each call performed.
Tax-optimised household investment plans built around Canadian account rules.
Daily FX setups and market bias for West African retail traders.
Watches an indicator stack and pushes alerts when conditions line up.
Fundamental sentiment watch across major FX pairs.
The model is rarely the hard part. Knowing which step of a process is costing someone money — that is the job.
Service design and delivery work taught me where effort actually leaks: the handoff nobody owns, the call that goes to voicemail, the report rebuilt by hand every Monday.
I build for those gaps specifically, and I keep the scope small enough that one person can run it properly. The formal side matters too: AI ethics & governance through UNESCO, generative AI delivery through PMI, so the governance questions get answered as carefully as the technical ones.
Start with a question.
My AI has read everything on this page and the detail behind it. Ask it what you would ask me on a first call.
Ask my AI anything