Foundation Models Change the Contract: From Deterministic Software to Probabilistic Systems
Architecture PatternsFoundation models make powerful capabilities available through an API, but they are not ordinary dependencies. Their token-based, probabilistic behavior changes how applications should validate outputs, attach knowledge, manage latency, and earn user trust.





