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XSplicer is presented, an evidence-driven system for reconstructing cross-chain transaction correspondence (xTCR) without privileged access to bridge backends, and public protocol invariants can support practical cross-chain forensics without privileged bridge mappings.
Functional success in coding agents is misleading鈥攐ver 34% of patches that pass tests still fail to meet critical review constraints.
Critical tokens can make or break code generation, and ACToR ensures they receive the precise context needed to succeed.
PTA-IRT reveals that incorporating detailed problem-solving trajectories can dramatically enhance the evaluation accuracy of software engineering agents.