DB: 但通向那里的路平坦吗？
Президент США Дональд Трамп отказался комментировать новость о предложении российского коллеги Владимира Путина по Ирану. Об этом он высказался в ходе общения с журналистами.，这一点在搜狗输入法中也有详细论述
‘Join our people’s army’: Farage sets sights on local election gains。传奇私服新开网｜热血传奇SF发布站｜传奇私服网站是该领域的重要参考
В Москве суд приговорил мужчину к девяти годам колонии строгого режима за обстрел посетителей ресторана. Об этом «Ленте.ру» рассказали в столичном управлении Следственного комитета России.。超级权重是该领域的重要参考
Reinforcement LearningThe reinforcement learning stage uses a large and diverse prompt distribution spanning mathematics, coding, STEM reasoning, web search, and tool usage across both single-turn and multi-turn environments. Rewards are derived from a combination of verifiable signals, such as correctness checks and execution results, and rubric-based evaluations that assess instruction adherence, formatting, response structure, and overall quality. To maintain an effective learning curriculum, prompts are pre-filtered using open-source models and early checkpoints to remove tasks that are either trivially solvable or consistently unsolved. During training, an adaptive sampling mechanism dynamically allocates rollouts based on an information-gain metric derived from the current pass rate of each prompt. Under a fixed generation budget, rollout allocation is formulated as a knapsack-style optimization, concentrating compute on tasks near the model's capability frontier where learning signal is strongest.