Writing
Writing with one of these open
Where these tools genuinely help with writing, where they leave a recognisable shape, and the verification habits that stop a fabricated citation ending up under your name.
First Drafts That Do Not Look It
The tell is not vocabulary. It is structural sameness, hedging, and a particular kind of empty competence. What to do about each.
Procedure
One category accuses innocent people, the other makes text worse to evade it. The whole exchange rests on a task that cannot be done reliably.
Analysis
A Research Workflow That Holds Up
The failure mode is a fluent summary of sources that do not say what it claims. A sequence that catches it before you publish.
Procedure
AI for Search Content, Honestly
Generating volume is now trivial, which is exactly why it stopped working. What search engines actually penalise, and what remains worth doing.
Analysis
Editing Rather Than Generating
The underused mode, and the one that improves your writing instead of replacing it. Specific prompts that produce useful criticism rather than praise.
Procedure
What Machine Translation Misses
Good enough for understanding, risky for publishing, and dangerous in specific situations. Where the line falls and how to work across it.
Analysis
Automatic transcription became genuinely good, with specific failure patterns that matter if anyone relies on the transcript.
Reference
A candid list of tasks where using a model is straightforwardly good, and where it is a bad idea, without either enthusiasm or suspicion.
Reference
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