According to Simon Willison's coverage, Muse's latest update appears to be a refinement play in a field where incremental gains are becoming harder to distinguish. The real story may be less about the model's specific improvements and more about the continued industry-wide push to make AI agents viable for complex, multi-step workflows. In our view, the co-training with Muse Code tools suggests a recognition that raw model capability is insufficient; usability and integration are now the primary battlegrounds. The market will likely judge this not on pelican SVGs but on whether developers can reliably delegate meaningful parts of their workflow.