
Ransomware group fragmentation means the label matters less than the behaviour, and I trust activity over reputation every time. A small crew with rented services can do plenty of damage, so I watch for early signs, not familiar names, and I patch anything exposed before the attackers get bored.


Linux kernel net/sched use-after-free looks messy on paper, and on CentOS 9 Desktop it is worse, because the obvious paths are blocked and the useful...

AI-assisted pull requests look cheap until you try to review them properly. I’ve seen tidy code hide a lot of work, and the cost only goes up when a...

Chromium image codecs are where browser safety gets real, because malformed images arrive before anything else useful has happened. I like the Skia route for that reason; it keeps the ugly parsing...

macOS Terminal ANSI escape codes are one of those details I keep tripping over, because the wrong sequence can do more than colour text. I like this kind of bug precisely because it is small, ugly,...

When an autonomous AI intrusion lands, I care less about the model’s output and more about whether my tools still work. If a hosted service refuses the forensic workload, your response path is already...

Flatpak PipeWire sandbox escape sounds tidy until you look at the PulseAudio path properly, where a length check passes for authentication and module loading stays open. Give a Flatpak...

AI can make founder-led startups look busier than they are, which is exactly why I distrust it when the team is already thin. The easy wins are real, but once you remove the generalist, you often...

RCU and refcount faults in the Linux kernel net/sched path are the sort of bug I like least, because the refcount check arrives after the damage is already done. On a busy CentOS 9 box, the race is...

I keep cgit behind Caddy access rules because the decision belongs at the front door, not buried in the app. It is a blunt setup, but it keeps browser noise out, leaves Git clients alone, and avoids...

Neovim Markdown outline navigation gets ugly fast if you let fenced examples count as headings. I fixed that with a small state flag, a blunt scan, and no ceremony; the sort of change that quietly...

LLM-assisted pull requests tend to look harmless until the CLA, provenance, or disclosure rules kick in. I have seen good fixes stall there, not because the code was bad, but because the project had...

CVE-2020-8561 is the sort of Kubernetes CVE records problem I trust least, because the bug is in the behaviour, not a neat patched release. If your tooling only reads version fields, it can miss the...