Who asks, who records: separate model roles in a first-conversation assistant
Models ask in similar ways but record differently. Briefs written separately by O-05 and O-06 kept 27 of 27 key facts, according to the rating models.
ReadDiamonds form under pressure.
Knowing that something works is not enough for me.
I want to know why it works, under what conditions and when it fails.
Alongside client projects, I run my own experiments with systems, data and technology. Here I publish selected observations, results and conclusions — including when they overturn my earlier assumptions.
Bartłomiej Pietrzyk
4digital Lab
Research and experimentsResearch · 24 October 2026 · v1.0 · O-01, O-02, O-03, O-04, O-05, O-06, O-07, O-08
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