Build for the Hour After Failure
Agent systems are often designed for launch day. The first hour after a bad action needs its own recovery layer: freeze, trace, contain, rollback, and harden.

Opinion essays, editorial notes, and arguments that should be read as interpretation rather than field evidence.
Agent systems are often designed for launch day. The first hour after a bad action needs its own recovery layer: freeze, trace, contain, rollback, and harden.

Long-lived software needs built-in expiration paths. EntropyOS treats APIs, code paths, and runtime state as things that must be renewed or allowed to disappear.