
AI governance gets awkward fast when government records are involved, because the model is rarely the problem. The problem is the sloppy boundary around it, the sort I have seen quietly turn a harmless prompt into a route through records nobody meant to expose.

Structured metadata only works when it matches how people actually retrieve content. I have seen neat schemas fail as soon as the library meets real...

Federation looks tidy until you let it touch the edges, and then the odd cases arrive fast. I prefer self-hosted social feeds that stay explicit about...

FireAvert’s setup does the part that matters without asking Home Assistant to babysit it, which is exactly how I want stove protection to behave. The...

Daily security advisory summary for 21 Feb 2026, selected for UK homelab and sysadmin readers.

What you see Delays show up quickly once you start using Siri for home automation. The command sits there, the acknowledgement comes late, or the action lands well after you expected it. Sometimes...

Securing Your Outlook Add-ins: Lessons from the AgreeTo Hijack A popular Outlook add-in called AgreeTo was abandoned by its developer and stayed listed in the Microsoft Marketplace. An attacker took...

Unlock the potential of screenless devices in education by minimising distractions and enhancing productivity. Discover effective setup and management strategies in this comprehensive guide.

Firewall rules for model extraction attempts AI models exposed over APIs get probed. A lot. Sometimes that is just noisy curiosity. Sometimes it is patterned traffic meant to map out model behaviour...

Plan and version your homelab so AI software configurations remain reproducible, secure and easy to roll back. You should automate provisioning and testing, segment workloads on separate VLANs and...

You should check telemetry for attitude alerts, sudden shutdowns, thermal spikes and short comms blackouts to identify collision risks for AWS Outpost deployments. Record exact timestamps, correlate...

Mitigate Windows LNK file risks effectively by implementing key security measures and user training. Protect your system from shortcut vulnerabilities today.

Daily security advisory summary for 17 Feb 2026, selected for UK homelab and sysadmin readers.

Maintain clear AI control by keeping decisions visible and reversible so you retain agency in your homelab; require explicit confirmation for critical actions, log inputs, model version and confidence...