6 min readLocal & Private AI
Does Local AI Need A Graphics Card?
Most work laptops have no discrete GPU. Whether local AI writing is viable without one, what integrated graphics actually contributes, and when to stop worrying.
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6 min readLocal & Private AI
Does Local AI Need Admin Rights On A Work Laptop?
Most managed Windows machines will not let you install anything. What local AI actually requires, which parts need IT, and how to ask without wasting their time.
Read article →5 min readLocal & Private AI
How Much Disk Space Local AI Really Needs
Model files are only part of it. What local AI actually consumes on a Windows laptop, where it hides, and how to reclaim it without breaking the tool.
Read article →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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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.
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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.
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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.
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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.
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