Versus an observability or tracing tool

A category comparison: OCTOPUS versus an observability or tracing tool.

Tracing tools record what a model was called with and what it returned. OCTOPUS records a different layer: the task and its definition of done, the decision with its options and reasoning, who approved it, whether the effect landed, and the failure record if it did not. It also acts on that record: a coherence check gates consequential actions before they run.