What Two AIs Saw in My Study

The biggest change in chat models over the last two years is not the one most articles focus on. It is that they can now actually look at things. Image input went from a feature you would test once and forget about to something I use weekly without thinking about it, and the gap between describing a problem in words and just showing the model what you are looking at turns out to be much bigger than I expected. The first time it really landed for me was a few years ago when I started feeding ChatGPT photos of error screens and bits of hardware I could not be bothered to describe. By the time photo-based questions felt routine I had built up enough trust in ChatGPT specifically that vision tasks became one of the things I would default to it for, even as Claude took over for almost everything else I do. ...

May 10, 2026 · 5 min · Kashif Nazir

What I Stopped Fighting on the SA Pro Recert

The biggest change I made for this AWS recert isn’t which AI I’m using, it’s that I moved my study notes out of OneNote and into Notion. Back in March I wrote about studying with custom GPTs for the AI Practitioner. The note-creation GPT had grown a system prompt that read like a software spec, the coaching one had stayed simple and useful, and the post ended with me saying I’d try Claude as a study partner for the SA Pro and figure out whether to move my notes out of OneNote. ...

May 9, 2026 · 8 min · Kashif Nazir

Building This Site

I’m not a web developer I’m a senior technical architect and my day job is application compatibility, migration, and platform modernisation, figuring out why software breaks when you move it between platforms and fixing it. The tools I reach for are Sysinternals, WinDbg, and Process Hacker, not CSS and JavaScript. Building a website from scratch wasn’t exactly in my wheelhouse. I’ve wanted a personal site for years but kept putting it off because I didn’t want something that looked like it was built in 2003 on GeoCities (though I do miss the flame borders). I also didn’t want to just use Squarespace or WordPress because I wanted to understand the build. When I moved into a strategy role last year where thought leadership is actually part of the job, the timing finally made sense. AI tools had collapsed the barrier too. What would have taken me weeks of learning web development took about two weeks of evenings and weekends. ...

March 22, 2026 · 7 min · Kashif Nazir