This is a submission for the This project did not start with a polished product or even a clear system already in place. It started with a blank repo, a rough idea, and the challenge of turning domain investing into something that felt structured, technical, and actually useful. Over the course of the build, it grew from a simple analyzer concept into a full domain intelligence workspace. The scoring engine came first, then valuation logic, then RDAP lookups, comparable sales, projections, AI advisory, market intelligence, watchlist tracking, and comparison tools. Each layer made the product feel less like a demo and more like a real decision-making surface. What I’m proud of is that the project didn’t stay at the level of “enter a domain, get a number.” It became a system that tries to explain why a domain looks strong or weak, what the risks are, what the market context looks like, and how someone might actually act on that information. By the end, it felt less like I had built a single feature and more like I had built the foundation of a real product. GitHub Copilot helped most with the repetitive parts of the build: boilerplate types, repetitive JSX structures, utility scaffolding, and other verbose implementation work where the pattern was already clear. It was especially useful in places where the logic was straightforward but time-consuming to type out, like cache helpers, comparison table structures, and fallback object shapes for the AI advisory layer. Overall, it felt less like a replacement for decision-making and more like a speed multiplier. I still drove the architecture and product direction, but Copilot helped reduce time spent on mechanical implementation.
The Comeback Story
My Experience with GitHub Copilot
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