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Known issue: The actor cache has a protobuf timestamp serialization bug where Timestamp objects lose their .toDate() method after JSON round-tripping through Redis, causing incomplete profile hydration on cache hits. We currently run with Redis caching disabled. The fix is to serialize timestamps as ISO strings on cache write and reconstruct on read.
MetricRYS-XLargeImprovement over baseAverage44.75+2.61%IFEval (0-Shot)79.96-2.05%BBH (3-Shot)58.77+2.51%MATH Lvl 5 (4-Shot)38.97+8.16%GPQA (0-shot)17.90+2.58%MuSR (0-shot)23.72+17.72%MMLU-PRO (5-shot)49.20+0.31%。关于这个话题,新收录的资料提供了深入分析
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算法永远求同,它追求的是风险被对冲后的“最大公约数”;而品牌永远求异,它是真实的人类意志在商业世界的表达。