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… ClawScan assigns each skill version a registry verdict: clean: 41,743 rows 61.9% suspicious: 25,504 rows 37.8% malicious: 206 rows 0.3% A suspicious verdict means the skill warrants review before trust is extended. …
… Prior benchmark s predominantly view patent examination as discriminative classification or static extraction, failing to capture its inherently interactive and iterative nature, similar to the peer review and rebuttal process in academic publishing. …
… We collect 2,790 real trajectories from two agent frameworks , three backbone models , and three benchmarks, convert raw logs into semantic spans, and annotate harmful error spans through LLM-assisted expert review . …