A pull request can pass the compiler, the formatter, and the linter and still leave behind a serious engineering problem.
Maybe two independent network requests are being awaited one after another. Maybe a log line includes credentials or personal data. Maybe an error is being discarded without making it clear whether that was intentional. Maybe a persistence change works for new data b...
Here's a question your auditors will eventually ask: "This decision the agent made — on what basis?"
LLMs are probabilistic. Ask twice, get two answers. If your enterprise delegates approvals, refunds, or access decisions to an agent and the only thing standing between it...
I’ve been working on a side project called GitCard, and I’m finally at the point where I’d like other developers to try it.
The original idea was pretty simple:
Developers have GitHub, LinkedIn, resumes, and personal websites, but it can still be difficult to quickly show someone what you’ve actually built.
Designers have platforms like ...
You might be reading this blog on my personal website, which also serves as my portfolio. I use this space to document what I’m building, the decisions I make, and the things I learn along the way as a freelancer.
In this article, I’ll walk through the architecture and implementation of my blog, with one key constraint:
Everything had to be free, portable, and fully unde...
Most backend projects do not become complicated all at once.
They start with a route or two. Then come configuration, authentication, storage, background work, health checks, logging, metrics, migrations, and deployment concerns.
Each addition is reasonable on its own, but over time the boundaries between them become unclear.
Application code starts knowing too much abou...
Generative Engine Optimization (GEO) is not only a content-writing task. Developers influence whether AI-powered search systems can reliably access, interpret, connect, and retrieve the information published on a website.
A GEO-friendly website should make important relationships obvious:
Organization → Services → People → Locations → Topics → Supporting Content
The obje...