Models risk a winner's curse via commoditization

Model companies may suffer a 'winner's curse': they do all the hard innovation work, but their capability is 'one copy away' from being commoditized by open-source checkpoints, so whoever holds the data liquidity, grounding, and context engineering can take a checkpoint, train on their data, and capture the value—meaning value need not migrate solely to the model.