5 min readLocal & Private AI
Local AI on a Work Laptop: What IT Will Ask You
The eight questions an IT team asks before approving on-device AI, and the answers that get a yes. Written for the person making the request.
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5 min readLocal & Private AI
NPU vs CPU vs GPU for Local AI Writing
Three chips, three very different jobs. Which one actually runs your local language model, why memory bandwidth beats raw compute, and what to check on your own machine.
Read article →5 min readLocal & Private AI
Quantization Explained for People Who Just Want Better Writing
Q4_K_M, GGUF, four-bit. What the labels on local AI models actually mean, what you lose, and which one to pick for rewriting work text.
Read article →5 min readPrivacy & Compliance
Should You Disclose That You Used AI to Write an Email?
A practical line between assistance and authorship, plus what to say when disclosure is warranted and why blanket AI disclaimers usually backfire.
Read article →5 min readLocal & Private AI
Why Small Language Models Beat Big Ones for Rewriting
Rewriting is a constrained task, and constrained tasks favor small models. Why a 1.7B model on your laptop often produces better work email than a frontier model in the cloud.
Read article →5 min readWorkplace Writing
The Small Tells That Make Writing Look AI-Generated
A field guide to the punctuation, phrasing, and structural habits that make readers assume a machine wrote it, and what to do about each one.
Read article →5 min readLocal & Private AI
What to Do When Your Company Blocks ChatGPT
Blocked AI tools do not stop AI use, they move it to personal phones. Here are the legitimate options that work inside a restrictive IT policy.
Read article →5 min readPrivacy & Compliance
What Zero Data Retention Actually Means
Vendors say zero retention, no training, and enterprise grade. Here is what each claim covers, what it quietly excludes, and the questions that get you a straight answer.
Read article →5 min readWorkplace Writing
Why AI-Written Emails Get Ignored
Polished AI drafts get skimmed and skipped. The reason is structural, not stylistic, and it is fixable in about thirty seconds per message.
Read article →5 min readWorkplace Writing
Writing Professional English as a Non-Native Speaker
The gap is usually register, not grammar. What actually makes work English sound off to native readers, and how to fix it without losing your own voice.
Read article →5 min readLocal & Private AI
Writing With AI on a Disconnected Machine
Air-gapped and offline environments have real writing problems too. How to set up on-device AI assistance where there is no network, and what to check before you do.
Read article →2 min readWorkplace Writing
How to Announce a New Process at Work
Introduce a new workplace process by explaining what changes, why it matters, who acts, and where the full instructions live.
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