AI Collaboration

Not Magic, Beyond Measure

This article details the metrics I use to measure the role of AI in collaborative writing. See how attribution data can clarify human and machine…

Nov 13 •

William Trekell

Victory in a New Venue

Discover how moving to Google Colab transformed failed AI frameworks into a reproducible pipeline. Learn how modular checkpoints delivered measurable…

Nov 2 •

William Trekell

Crash Course in Collaboration

After months of failure, the analyzer produced real results. Discover how learning to question AI outputs transformed chaos into collaboration and built…

Oct 13 •

William Trekell

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