Deterministic Shells Around Models

Projection: Reliable production systems will wrap probabilistic models in explicit states, invariants, checkpoints, and rollback paths. Existing investment in agent tools, permissions, memory, and evaluation supports the need, not the pattern’s prevalence. Deployment evidence must show bounded state machines replacing open-ended loops while preserving useful performance.