Building AI Companions that Prioritise Learning over Performance. - Hassan Khosravi; Dragan Gasevic; Shazia Sadiq; Lixiang Yan; Jason M. Lodge; Jason Tangen; Paul Denny 001; Kristen DiCerbo; Simon Buckingham Shum; Ryan S. Baker 001 (CoRR, 2026)