一 | DRC President Felix Tshisekedi and his Rwandan counterpart, Paul Kagame, will travel to Luanda on Wednesday for talks, Patrick Muyaya, a spokesperson for Tshisekedi, told the Associated Press (AP) on Tuesday.,“They will be discussing Rwanda’s aggression in Congo,” Muyaya told the AP, adding it “is obvious” that Kinshasa still believes that Kigali has not just given the M23 rebel group its support, but has sent Rwandan soldiers to fight alongside them in eastern Congo’s North Kivu Province.,Kigali has denied both claims and levied similar ones at Kinshasa, saying they support the Hutu Power group Democratic Forces for the Liberation of Rwanda (FDLR), a militia in North Kivu descended from those who carried out the genocide of Rwandan Tutsis and Twa in 1994. In North Kivu, the FDLR and M23, a primarily Tutsi group, oppose each other.,“That is the same story for 20 years ago. Why would Congo be supporting them to shell Rwanda territory? Those accusations are not true,” Muyaya told AP. “We have to deal with hundreds of armed groups inside the country and we have been talking to all neighbors about a common strategy to end foreign armed group activities.”,© Paul EllisDemocratic Republic of Congo's President Felix Tshisekedi delivers his message during a session on Action on Forests and Land Use, during the UN Climate Change Conference COP26 in Glasgow, Scotland, Tuesday, Nov. 2, 2021.Democratic Republic of Congo's President Felix Tshisekedi delivers his message during a session on Action on Forests and Land Use, during the UN Climate Change Conference COP26 in Glasgow, Scotland, Tuesday, Nov. 2, 2021.© Paul Ellis,Lourenco has already established himself as a mediator in this dispute after securing the release of two Rwandan soldiers from Congolese custody in May. The soldiers had been taken from the Rwandan side of the border by the FDLR, according to Kagame’s government.,A previous conflict between Hutu and Tutsi groups in eastern Congo, in the aftermath of the 1994 genocide, led to the outbreak of the bloody Congo Wars, which drew in dozens of African nations and killed millions, mainly in DR Congo. The conflict is often referred to as “Africa’s World War” due to its destructiveness and scope.,In late June, the East African Community took action to try and calm tensions, voting to send troops to North Kivu to help keep the peace. A United Nations peacekeeping force has long been present in the area, with some 14,000 troops whose purpose is to keep different militia groups from fighting each other or brutalizing the local population.,The situation in North Kivu began to deteriorate last year after the M23, a group that disarmed in 2013, rebelled, claiming Kinshasa had not honored the terms of its demobilization. A series of infractions by both sides have turned up the tension, including the soldiers’ kidnappings, rockets flying across the border, and more.,© AP PhotoPresident Emmanuel Macron of France hosted Rwanda's President Kagame at the Elysee Palace last year as he sought to thaw relationsPresident Emmanuel Macron of France hosted Rwanda's President Kagame at the Elysee Palace last year as he sought to thaw relations© AP Photo,“If it wants war, it will have war,” Tshisekedi said of Rwanda late last month after M23 captured the city of Bunagana on the Rwandan border.,A separate incident earlier this week unfolded elsewhere in North Kivu. In the city of Beni, a Ugandan soldier “inadvertently shot … two of his comrades,” a spokesperson for the joint Congo-Uganda military mission there told reporters on Tuesday. He added that the soldier was under arrest.,Last month, Kampala and Kinshasa agreed to extend their six-month joint military operation in North Kivu for an unspecified period of time. The Ugandan military sent 1,700 troops into the area in December 2021 to help fight the Allied Democratic Forces (ADF), an Islamist rebel group that has long operated there but which in 2021 declared its allegiance to Daesh* and has been blamed for terrorist attacks in Kampala and across North Kivu. The group is of Ugandan origin but fled across the border into DR Congo in the 1990s.,*Daesh (also known as ISIS/ISIL/IS) is a terrorist organization banned in Russia and many other countries。
二 | 2026世界人工智能大会（WAIC）期间，摩尔线程披露，一款236B参数的MoE模型基于国产万卡级集群训练，一款具身智能大脑模型，基于国产千卡集群训练，此外，北京大学EvoPhys团队首个全球5D世界模型EvoPhys-World的全栈原生训练，全程由MUSA软件栈提供底层支撑。
三 | 其中，MoE-236B模型基于25T+语料，在摩尔线程国产万卡级集群上从零起步完成预训练到长窗口训练的全流程，有效训练时长占比超过90%。 “高精度”是摩尔线程反复强调的能力，摩尔线程高级副总裁董龙飞提到，它指的不是单次计算的数值精度，而是模型在不同GPU平台间迁移训练时的结果对齐能力，即相同模型架构、训练数据、超参数下，能否获得稳定、可比的训练结果。 摩尔线程给出的具体数据是，在DeepSeek一类MoE模型上，与国际主流GPU做对比训练，前3万步的平均相对误差控制在万分之六以内。
四 | 摩尔线程还以500B至5T不等规模的数据做过多轮实验，称基于相同卡数、模型配置和训练流程，摩尔线程平台训练所得模型在下游Benchmark评测中的得分与参考平台基本一致，部分指标更高。 摩尔线程与北京大学EvoPhys团队合作训练的5D世界模型EvoPhys-World，基于MTT S5000完成全栈原生训练，在WorldScore“世界生成”维度连续37天排名第一，该项目获得摩尔线程“灯塔计划”支持，这是国内第一次由中国科学家在中国算力设备上完成的原创世界模型工作，也是“国芯训国模”的一个分水岭。 此外，北京智源研究院的RoboBrain 2.5具身大脑模型，基于FlagOS-Robo框架，依托摩尔线程MTT S5000千卡智算集群，双方成功完成RoboBrain 2.5的全流程训练。首次验证了国产算力集群在具身智能大模型训练中的高可用性与效率。
五 | 摩尔线程创始人、董事长兼首席执行官张建中将AI产业按功能拆分为三类“工厂”：模型训练工厂、词元生产工厂、智能体生产工厂。三者共用同一套全功能GPU架构，这也是摩尔线程与专用芯片路线（ASIC）厂商的核心分野。 词元生产工厂方向，摩尔线程重点展示了基于MTT S5000的PD分离异构推理方案，将算力需求大的Prefill（预填充）计算放在S5000上，将带宽需求高的Decode（生成）计算放在国际主流GPU上，两者异构分池部署。 张建中在演讲中给出的数据是，异构组合后整体吞吐量较原有方案提升近2倍，并给出算式，“3台S5000+2台国际主流GPU≈9台国际主流GPU”。
六 | 董龙飞补充表示，这类异构方案的性能比任何同构方案都要高50%以上，其中很大一部分收益来自KV Cache的调度优化，在类似OpenClaw这样反复调用本机命令行工具的场景下，缓存命中率可达90%，相当于节省90%的算力。 据悉，过去一年，国产大模型发布后到完成硬件适配的周期已从“数月”压缩到“发布即适配”（Day 0适配），部分大模型厂商现在会在模型规划部署阶段就与摩尔线程同步“共研”，而不是等模型发布后才启动适配工作。
七 | 在具身智能方面，早期VLA/VLM类模型参数在5B至14B之间，主要部署于端侧；当前的世界模型路线不再依赖语言输入，直接处理物理世界，参数跨度更大，实现高质量具身控制大致需要10亿参数级别模型在端侧运行，同时配合千亿级（1000B）及以上模型在云端协同。摩尔线程正基于自有万卡级集群持续进行万亿参数模型的训练验证，但未公布具体进展和时间表。 提及算力供应话题，董龙飞表示，中国的算力建设是面向未来十至二十年的基础设施投入，短期供不应求属于正常现象，以铁路、高速公路等基建类比，中国GPU或算力企业远未发展到“供过于求”的地步。（本文作者 | 张帅，编辑 | 杨林） 更多精彩内容，关注钛媒体微信号（ID：taimeiti），或者下载钛媒体App。
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