6 min readLocal & Private AI
How To Choose Between Two Local Models Without Guessing
A bigger model is not automatically the better one for rewriting. A fifteen minute test using your own writing that settles it properly.
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6 min readLocal & Private AI
How To Keep A Local Model Updated Without Breaking Your Workflow
Local models do not auto-update, which is a feature. When a new version is worth the download, how to test it against your own writing, and when to skip it.
Read article →6 min readLocal & Private AI
How To Tell If An AI Tool Really Runs Offline
Marketing pages say on-device. Here are four checks that tell you whether a tool actually processes your text locally, and what a truthful claim sounds like.
Read article →6 min readLocal & Private AI
Why Antivirus Flags Local AI Tools, And What To Do About It
A large unsigned download, a process pinning the CPU, and an app that writes gigabytes to your profile. Why security software objects, and how to tell a false alarm from a real one.
Read article →6 min readLocal & Private AI
What Actually Happens The First Time You Run A Local Model
The first local rewrite is slow, the download is large, and nothing explains why. A walkthrough of each step so you can tell normal from broken.
Read article →5 min readLocal & Private AI
Local AI On ARM Windows Laptops: What Actually Works In 2026
Snapdragon laptops run local models, but not the way x86 machines do. What works today, what is still missing, and which tools quietly refuse to start.
Read article →6 min readPrivacy & Compliance
Five Questions To Ask An AI Vendor About Your Data
Vendor privacy pages are written to reassure. Five specific questions that produce answers you can act on, and what an evasive response tells you.
Read article →6 min readLocal & Private AI
What Actually Makes A Local Model Slow
Model size is the obvious answer and usually the wrong one. The four things that decide how long a local rewrite takes, ranked by how much they matter.
Read article →6 min readPrivacy & Compliance
What AI Detectors Can And Cannot Prove
Detection scores are being used to make decisions about people. What the tools actually measure, why they misfire on specific groups, and how to respond to an accusation.
Read article →6 min readPrivacy & Compliance
What AI Tools Log Even In Private Mode
Private mode rarely means nothing is recorded. The six categories of data most AI tools keep regardless, and which ones actually matter for confidential work.
Read article →6 min readLocal & Private AI
What Open Weights Does Not Mean
Open weights is not open source, not a promise of privacy, and not a licence to do anything. What the term actually covers, and the four things people wrongly assume.
Read article →6 min readPrivacy & Compliance
When You Actually Have To Disclose That You Used AI
Not every AI-assisted sentence needs a footnote. Where disclosure is genuinely required, where it is courtesy, and how to say it without undermining the work.
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