Similar to airplane black boxes, these devices are installed on pipelines and within robot swarms to record operational data, environmental conditions, and system health parameters. Post-failure analysis provides crucial insights into causes, preventing similar incidents and improving system resilience, strengthening accountability by logging failure cascades.