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Resilience, Not Just Security: Designing UAS to Fail Safely

Ben Ottoman · 5 May 2026

Why resilient mission design — not just prevention — is the right frame for cyber-physical autonomous systems.

resilienceautonomous systemsresearch

Traditional IT security is built heavily around prevention: keep the attacker out. For cyber-physical autonomous systems, prevention alone is an incomplete strategy, because the cost of a missed prevention control isn’t just data loss — it can be a mission failure or a safety event.

Resilience as the organizing principle

A resilience-first approach assumes that some incidents will get through prevention controls and asks a different question: when that happens, does the system degrade safely, preserve the operator’s ability to respond, and recover without cascading into a worse outcome?

What this looks like in practice

For UAS specifically, resilient design shows up as fail-safe behavior when links or sensors degrade, mission logic that can operate correctly on incomplete information, and monitoring that gives defenders enough evidence to act quickly rather than after the fact.

Measuring it

Detection time and containment accuracy are useful metrics, but they should sit alongside mission-integrity and recovery-effectiveness metrics. A team that detects an incident quickly but fails to preserve mission integrity, or recovers slowly, has not actually demonstrated resilience.

Why this matters for training design

ZoneOfWar’s scoring model reflects this resilience-first framing directly: missions like Medical Delivery Under Attack and Fleet Intrusion are scored on mission integrity and recovery, not only on detection and containment, because that combination is what real operational resilience requires.

Practice This

Related missions

MISSION 004

Medical Delivery Under Attack

Blue Teampractitioner40 min

Keep an autonomous delivery mission safe while communications and telemetry become unreliable.

CommunicationsNavigation
MISSION 012

Fleet Intrusion

Blue Teamadvanced50 min

Investigate signs of compromise across a multi-drone environment and contain the affected asset.

CloudDetectionIncident Response