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Autonomous Agent Task Execution under Injection on ClawBench Daily Life

8TSROpenClaw
4.885.696.57.31May 12, 2026

Evaluation results

MethodLinks
OpenClawGrafting Strategy=ADD S.2026.058111111
HermesGrafting Strategy=EDIT S.2026.058443
OpenClawGrafting Strategy=None2026.057———
OpenClawGrafting Strategy=ADD M.2026.057999
OpenClawGrafting Strategy=ADD C.2026.057111111
OpenClawGrafting Strategy=EDIT S.2026.057887
OpenClawGrafting Strategy=EDIT M.2026.057111111
OpenClawGrafting Strategy=EDIT C.2026.057101010
ZeroClawGrafting Strategy=ADD S.2026.057773
ZeroClawGrafting Strategy=ADD M.2026.057777
ZeroClawGrafting Strategy=ADD C.2026.0571066
ZeroClawGrafting Strategy=EDIT S.2026.057776
HermesGrafting Strategy=ADD S.2026.057111111
ZeroClawGrafting Strategy=None2026.056———
ZeroClawGrafting Strategy=EDIT M.2026.056999
ZeroClawGrafting Strategy=EDIT C.2026.0561077
HermesGrafting Strategy=None2026.056———
HermesGrafting Strategy=ADD M.2026.056666
HermesGrafting Strategy=EDIT M.2026.056666
HermesGrafting Strategy=EDIT C.2026.056999
HermesGrafting Strategy=ADD C.2026.055999