Defense-as-Skill: Evolving Runtime Guard Skill for Skill-Augmented Agents
Not assessedPlan blockedFindingclaim-table10-family-asr

Over five matched evaluation rounds, SkillSonar reduces ASR across all individual risk families, achieving reductions of 50.0 pp on Resource & Reliability, 42.9 pp on Execution Safety, 35.3 pp on Specification Integrity, 18.3 pp on Operational Side Effects, 61.5 pp on Privacy & Data Flow (OOD), and 44.8 pp on Capability Control (OOD).

Source: source-paper:Table 10, page 22

Reported and observed measurements

attack_success_rate

m-t10-resource-reliability-noguard-asr

Reported 61.3 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-resource-reliability-skillsonar-asr

Reported 11.3 percentage_points

Observed — percentage_points

attack_success_rate_reduction

m-t10-resource-reliability-reduction

Reported 50 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-execution-safety-noguard-asr

Reported 48.6 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-execution-safety-skillsonar-asr

Reported 5.7 percentage_points

Observed — percentage_points

attack_success_rate_reduction

m-t10-execution-safety-reduction

Reported 42.9 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-specification-integrity-noguard-asr

Reported 41.2 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-specification-integrity-skillsonar-asr

Reported 5.9 percentage_points

Observed — percentage_points

attack_success_rate_reduction

m-t10-specification-integrity-reduction

Reported 35.3 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-operational-side-effects-noguard-asr

Reported 36.7 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-operational-side-effects-skillsonar-asr

Reported 18.3 percentage_points

Observed — percentage_points

attack_success_rate_reduction

m-t10-operational-side-effects-reduction

Reported 18.3 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-privacy-data-flow-noguard-asr

Reported 67.7 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-privacy-data-flow-skillsonar-asr

Reported 6.2 percentage_points

Observed — percentage_points

attack_success_rate_reduction

m-t10-privacy-data-flow-reduction

Reported 61.5 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-capability-control-noguard-asr

Reported 59.4 percentage_points

Observed — percentage_points

attack_success_rate

m-t10-capability-control-skillsonar-asr

Reported 14.5 percentage_points

Observed — percentage_points

attack_success_rate_reduction

m-t10-capability-control-reduction

Reported 44.8 percentage_points

Observed — percentage_points

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