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A Year of Coding with AI

Introduction In my 2025 in Review, I noted that 2025 was the year I switched to AI-assisted coding, and that organizations which embrace it will push far ahead of those which don’t. That was written in late December, with the ink still wet on the experience. Four months later, with a few more projects under the belt, it’s time to revisit that claim. Three projects form the evidence base: Bridge Ratings - (May 2025 - presented at Data Science SG in Jun 2025) Admissions Prediction - straightforward binary classification, but with shifting requirements Vaultshift - started January 2026, a bridge results platform that has grown from a single-session MVP into a full multi-session system integrated with automated masterpointing and ratings from above It’s interesting to see how things have changed really fast over the past year. ...

April 14, 2026 · 6 min · Shen Ting