https://shenting.org/tags/software-engineering/Recent content in Software Engineering on Shen Ting AngHugo -- 0.147.6en-usTue, 14 Apr 2026 00:00:00 +0000https://shenting.org/post/ai_coding_retrospective/Tue, 14 Apr 2026 00:00:00 +0000https://shenting.org/post/ai_coding_retrospective/<h1 id="introduction">Introduction</h1> <p>In my <a href="https://shenting.org/post/2025_in_review/">2025 in Review</a>, 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&rsquo;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&rsquo;s time to revisit that claim.</p> <p>Three projects form the evidence base:</p> <ul> <li><strong>Bridge Ratings</strong> - (May 2025 - presented at Data Science SG in Jun 2025)</li> <li><strong>Admissions Prediction</strong> - straightforward binary classification, but with shifting requirements</li> <li><strong>Vaultshift</strong> - 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</li> </ul> <p>It&rsquo;s interesting to see how things have changed really fast over the past year.</p>