The Measuring Progress Toward AGI hackathon highlighted benchmarks like MEDLEY-BENCH and LearningBench to assess AI reasoning and learning, but participants criticized winners for flawed claims, opaque methods, and judging inconsistencies, demanding transparency and reassessment to align with stated criteria.