In the OpenClaw agent environment, SkillSonar operates without modifying host runtime mechanics, reducing GLM-5 ASR to 0.245 (ID) and 0.232 (OOD), and Claude Haiku 4.5 ASR to 0.265 (ID) and 0.259 (OOD), demonstrating cross-harness portability.

Reported and observed measurements

Assessments (0)

No immutable Assessment has been published for this Claim yet.

Runs (0)

No execution has been linked to this Claim yet.

Each row is a measurement with its reported value, latest available observation, and cumulative evidence state.
Metric and conditions	Reported	Latest observation	Evidence judgment
model: GLM-5 · split: id_test · defense: No-guard · environment: OpenClaw	0.596 fraction	—	Not assessed
model: GLM-5 · split: ood_test · defense: No-guard · environment: OpenClaw	0.621 fraction	—	Not assessed
model: GLM-5 · split: id_test · defense: No-guard · environment: OpenClaw	0.893 score	—	Not assessed
model: GLM-5 · split: ood_test · defense: No-guard · environment: OpenClaw	0.92 score	—	Not assessed
model: GLM-5 · defense: No-guard · environment: OpenClaw	102,398 tokens	—	Not assessed
model: GLM-5 · split: id_test · defense: System prompt · environment: OpenClaw	0.577 fraction	—	Not assessed
model: GLM-5 · split: ood_test · defense: System prompt · environment: OpenClaw	0.453 fraction	—	Not assessed
model: GLM-5 · split: id_test · defense: System prompt · environment: OpenClaw	0.807 score	—	Not assessed
model: GLM-5 · split: ood_test · defense: System prompt · environment: OpenClaw	0.835 score	—	Not assessed
model: GLM-5 · defense: System prompt · environment: OpenClaw	93,352 tokens	—	Not assessed
model: GLM-5 · split: id_test · defense: SkillSonar (ours) · environment: OpenClaw	0.245 fraction	—	Not assessed
model: GLM-5 · split: ood_test · defense: SkillSonar (ours) · environment: OpenClaw	0.232 fraction	—	Not assessed

Metric and conditions

Reported

Latest observation

Evidence judgment

model: GLM-5 · split: id_test · defense: No-guard · environment: OpenClaw

0.596 fraction

—

Not assessed

model: GLM-5 · split: ood_test · defense: No-guard · environment: OpenClaw

0.621 fraction

—

Not assessed

model: GLM-5 · split: id_test · defense: No-guard · environment: OpenClaw

0.893 score

—

Not assessed

model: GLM-5 · split: ood_test · defense: No-guard · environment: OpenClaw

0.92 score

—

Not assessed

model: GLM-5 · defense: No-guard · environment: OpenClaw

102,398 tokens

—

Not assessed

model: GLM-5 · split: id_test · defense: System prompt · environment: OpenClaw

0.577 fraction

—

Not assessed

model: GLM-5 · split: ood_test · defense: System prompt · environment: OpenClaw

0.453 fraction

—

Not assessed

model: GLM-5 · split: id_test · defense: System prompt · environment: OpenClaw

0.807 score

—

Not assessed

model: GLM-5 · split: ood_test · defense: System prompt · environment: OpenClaw

0.835 score

—

Not assessed

model: GLM-5 · defense: System prompt · environment: OpenClaw

93,352 tokens

—

Not assessed

model: GLM-5 · split: id_test · defense: SkillSonar (ours) · environment: OpenClaw

0.245 fraction

—

Not assessed

model: GLM-5 · split: ood_test · defense: SkillSonar (ours) · environment: OpenClaw

0.232 fraction

—

Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results