Research brief
Why openness matters
AI tutors used in public education should be understandable to researchers, educators, and communities, especially when they influence learning pathways.
Evaluation before trust
Open models are not automatically good. They need transparent benchmarks, limitations, and classroom evaluation.
QLM's role
QLM supports open measurement standards, benchmark publication, and research partnerships around tutoring and assessment evidence.