Last night I built a full-stack web app in under ten hours. I’m not a software engineer and have near zero development experience, yet I shipped a tool that collects meeting inputs through a simple form, pulls details from internal directory and calendar APIs, formats a brief, and emails it to the intended recipients. I got the job done in a single extended evening using Cline inside VS Code for orchestration, Harmony for the app framework, and JDK 17 for the runtime. I also used MCP, the Model Context Protocol that lets an AI agent securely connect to tools, files, and services without hard-coding every integration.

The use of AI to produce content raises questions about authorship, originality, and moral responsibility. AI does not act independently. Its outputs reflect the instructions and intentions embedded in the user’s prompt i.e., when users supply garbage in, AI generates garbage out. This premise creates a clear dependency where I am positing that a system output, AI or otherwise, is the work of the human who creates or operates it.

Fat causes heart disease. This nutritional certainty dominated health advice for decades until emerging evidence suggested sugar is the real culprit. It’s incredulous that experts in the field provided incorrect guidance for so long.

In the 1950s, two scientists proposed competing theories. Ancel Keys claimed saturated fat causes heart disease. John Yudkin argued sugar poses the real threat. Keys happened to hold positions on influential health boards and directed research funds toward supporters. When Yudkin published evidence against sugar, Keys called it “a mountain of nonsense.” Siding with the loudest voice, the nutrition establishment marginalized Yudkin and his research.