The Saudi foreign ministry warned that Tehran’s actions risk further escalation, in which Iran “will be its biggest loser.” The strikes and comments suggest the kingdom hasn’t been successful in its efforts to intensify diplomatic outreach to Iran.
Москвичи пожаловались на зловонную квартиру-свалку с телами животных и тараканами18:04
，更多细节参见新收录的资料
Немецкий чиновник отказался участвовать в выборах и выиграл их14:47，这一点在新收录的资料中也有详细论述
The RL system is implemented with an asynchronous GRPO architecture that decouples generation, reward computation, and policy updates, enabling efficient large-scale training while maintaining high GPU utilization. Trajectory staleness is controlled by limiting the age of sampled trajectories relative to policy updates, balancing throughput with training stability. The system omits KL-divergence regularization against a reference model, avoiding the optimization conflict between reward maximization and policy anchoring. Policy optimization instead uses a custom group-relative objective inspired by CISPO, which improves stability over standard clipped surrogate methods. Reward shaping further encourages structured reasoning, concise responses, and correct tool usage, producing a stable RL pipeline suitable for large-scale MoE training with consistent learning and no evidence of reward collapse.。业内人士推荐新收录的资料作为进阶阅读
В США забеспокоились из-за передачи Россией Ирану разведданных14:07