As Crunchbase News AI observes, the focus is shifting from raw capability to operational resilience. The commentary, however, may understate the immense engineering lift required to achieve true model-agnosticism. Swapping core models isn't like changing a database driver; it often necessitates retooling entire prompt architectures, fine-tuning layers, and evaluation suites.

The push for agents to operate in real environments with real data, while sensible, introduces profound new security and governance complexities that most organizations are unprepared to manage. The emerging vendor landscape appears to be forcing a classic build-versus-buy calculation, but with the 'buy' option now carrying unprecedented volatility risk.