中国农业银行推出自研AI智能体“龙虾（ABC-Claw）”
Expert Crowdsourcing with Flash TeamsDaniela Retelny, Stanford University; et al.Sébastien Robaszkiewicz, Stanford University
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生物学家使用基于Linux的GATK4分析框架（集成Apache Spark的基因组工具包），数据存储在共享NFS文件中。为连接云端，JS开发了名为“bunnies”的系统（又一个基因活跃性的玩笑），将分析任务封装至容器并在S3上运行。这在执行速度、可重复性和并行性能方面取得突破，但存储边界存在的摩擦成为突出痛点。
CFR is an iterative method that breaks down regret minimization over different information states. Each round, it collects "counterfactual regret"—the potential gain from alternative actions—and forms a new strategy based on accumulated positive regret. Over repeated cycles, the average approach approaches a Nash Equilibrium. Manual adjustments led to variants like DCFR and PCFR+, which enhance convergence through discounting or predictive updates.
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