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2026-10-30

Zhiyuan, with Tsinghua University and Wuwen Xinqun, released a Collective Experience Learning (CEL) paradigm using a FERT failure-guided experience-retrieval algorithm and a FATS fault-tolerant asynchronous training system. A 96-robot physical cluste

Zhiyuan, with Tsinghua University and Wuwen Xinqun, released a Collective Experience Learning (CEL) paradigm using a FERT failure-guided experience-retrieval algorithm and a FATS fault-tolerant asynchronous training system. A 96-robot physical cluster demonstrated “robot teaches robot,” reducing dependence on human expert demonstrations. In five real-world tasks including flower arranging, clothes folding and phone packaging, CEL outperformed conventional training methods, with peak overall success rates up to 16.7 percentage points above the average of human remote operators. With equal training time, larger cluster scale increased operational reliability. CEL is presented as addressing the industry bottleneck of insufficient human Demonstration supply for large-scale embodied intelligence deployment.
2026-10-30

European natural gas climbed back above €100/MWh as markets fear the US may resume military action against Iran, risking extended Middle East supply disruption. Benchmark gas futures, after a brief dip in the prior session, are up about 40% month-to-

European natural gas climbed back above €100/MWh as markets fear the US may resume military action against Iran, risking extended Middle East supply disruption. Benchmark gas futures, after a brief dip in the prior session, are up about 40% month-to-date — the largest monthly gain since March when the Iran conflict began. Traders cite cooling temperatures and higher heating demand, withdrawals from winter fuel stocks now at seasonal lows, and elevated geopolitical risk amid concern the US could restart strikes after next week's midterm elections.
2026-10-30

Germany's seasonally adjusted total unemployment in October was 3.016 mln, up from 3.012 mln previously.

Germany's seasonally adjusted total unemployment in October was 3.016 mln, up from 3.012 mln previously.
2026-10-30

Germany October unadjusted total unemployment 2.955 mln; prior 2.994 mln.

Germany October unadjusted total unemployment 2.955 mln; prior 2.994 mln.
2026-10-30

Germany October seasonally adjusted unemployment change: +4,000; consensus +5,000; prior +12,000.

Germany October seasonally adjusted unemployment change: +4,000; consensus +5,000; prior +12,000.
2026-10-30

Germany seasonally adjusted unemployment rate for October 6.4% (consensus 6.4%, prior 6.4%).

Germany seasonally adjusted unemployment rate for October 6.4% (consensus 6.4%, prior 6.4%).
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