Open research and evaluation expand across agents, coding and scientific discovery

New items include CMU’s Unified Training proposal, a certificate-guided visual-routing paper and Meta’s Muse Spark Open coding-agent model. The directions are relevant, but the training experiments are small, the paper summary lacks results, and Meta’s benchmark comparisons use its own agent harness; independent replication and matched evaluations remain important.