Machine learning engineer at Winston AI
Tomás works on model training and evaluation, with a focus on keeping false positives rare.
When a detector flags human writing as AI, someone pays for it. How false positives happen, which writing is most at risk, and how we keep them rare.
Tomás Lindqvist
Sep 25, 2026
Light edits rarely hide AI writing. Heavy rewrites change the picture. What happens to a score as a person reworks an AI draft, sentence by sentence.
Tomás Lindqvist
Sep 3, 2026
Head of research
Education lead
Content strategist
Product manager