A brand appearing in a ChatGPT answer is not the same as holding a stable search ranking. Repeated runs of the same prompt can surface different brands and sources, making AI visibility a variable that must be sampled rather than captured in a one-off report. For businesses investing in SEO and AI search visibility, the practical shift is significant: a single screenshot can show that a brand a...
When I joined my last company, my first few days were spent waiting. The docs were stale. I didn't have staging config or the right GitHub permissions. The knowledge I needed lived in people's heads, and those people were busy — the senior engineer I was meant to pair with spent my second day inside a DevOps incident. None of it was anyone's fault. It's just what onboarding looks like almost ev...
TL;DR: AI should not help us rewrite legacy systems faster, it should help us understand them better, modernize them safely, and design stronger architectures for the future.
When developers hear legacy modernization, the conversation often jumps immediately to technology:
Hey everyone!
Do you find it tedious to manually create Docker Compose files whenever you want to spin up multiple web servers? Or are you tired of adding every host and domain to Nginx Proxy Manager by hand?
That’s exactly what I built DockAMP for.
DockAMP takes care of these tasks automatically. Create your web servers through a simple...
Your model says it has a one-million-token context window. Its real working memory is a lot smaller than that.
On long-context benchmarks, models start failing well below the number printed on the box. And here's the part nobody warns you about: past a certain point, adding more context makes your answers worse. Not better. Worse.
Prefer to watch? F...
A draft came out of my blog generation pipeline with the frontmatter intact, the title correct, the word count in range, and roughly 1,400 words of prose rendered inside a single syntax-highlighted code block. Everything after the first bash example was gray monospace on a dark background. The build passed. The exit code was 0.
One sed expression caused it, and...