📄 中文摘要
MiroThinker-1.7是一个新型研究代理，旨在处理复杂的长时间推理任务。该代理通过中间训练阶段提升每个交互步骤的可靠性，强调结构化规划、上下文推理和工具交互，从而实现更有效的多步骤交互和持续推理。MiroThinker-H1在此基础上进一步增强了重型推理能力，使多步骤问题解决更加可靠。该版本将验证过程直接融入推理过程，支持对局部和全局层面的中间推理决策进行评估和优化，提升了整体推理的准确性和有效性。
MiroThinker-1.7与H1：朝着重型研究代理的验证方向迈进
📄 English Summary
MiroThinker-1.7 & H1: Towards Heavy-Duty Research Agents via Verification
MiroThinker-1.7 is a new research agent designed for complex long-horizon reasoning tasks. It enhances the reliability of each interaction step through an agentic mid-training stage that emphasizes structured planning, contextual reasoning, and tool interaction, enabling more effective multi-step interaction and sustained reasoning across complex tasks. Building on this foundation, MiroThinker-H1 extends the agent with heavy-duty reasoning capabilities for more reliable multi-step problem solving. This version incorporates verification directly into the reasoning process at both local and global levels, allowing for the evaluation and refinement of intermediate reasoning decisions, thereby improving overall reasoning accuracy and effectiveness.