Picture this, you open a PR and the AI report is already waiting. Three findings, all minor. You skim the diff, approve, and move on. A month later someone asks why that service retries three times instead of failing fast. The author doesn’t know, because an agent wrote it.
This is an AI-generated summary. ShortSingh links to the original source for the complete article.
You have a list of product pages from competitors, suppliers or resellers, and you need the price, the stock status and the barcode for each one in a spreadsheet. Copying them by hand works for ten products and falls apart at five hundred. Writing a scraper per store is worse, because every store lays out its pages differently. There is a shortcut. Most online stores already publish their product data in a machine readable form (Schema.org product markup and Open Graph product tags), because search engines and social previews need it.
When I started building a site for playing board games with friends, the obvious design was accounts: sign up, add friends, send invites. I dropped almost all of it for a five-character room code. Here is why, and what it cost me. A party game is a short-lived thing. Four people want to play for forty minutes.
I decided to take a break from tech and try my hands with something new, like digital art. So I fished out my drawing tablet from the bottom of the cupboard (it had been lying there collecting dirt for years). Naturally, my Linux config started out by rejecting it. I wanted to draw on Krita, so I connected the tablet to my laptop via USB. The lights on the tablet turned on, and I naively assumed that it was a good sign.
I’ve spent the past few years learning by building. Rather than limiting myself to one area of software development, I’ve explored backend engineering, frontend development, APIs, databases, cloud deployment, automation, AI agents, and cybersecurity. What I’ve realized is that these skills are becoming increasingly interconnected. Today, building a useful application isn't just about writing code. It can involve designing an API, creating a user interface, connecting databases, deploying to the cloud, automating repetitive processes, and increasingly, integrating AI into the workflow.
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