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Step-level credit assignment methods in LLM training are misleading, with none outperforming random chance in identifying causally significant actions.
WeClawArena reveals how cross-user agent collaboration can be systematically audited, exposing vulnerabilities in personal workspaces that could compromise user privacy and security.