检查能力怎样被找到Examine how capabilities are found
观察任务如何选择能力，以及身份、历史和结果记录是否帮助判断。Observe how tasks select capabilities and whether identity, history and outcome records improve those judgments.
AI 走进现实，会怎样改变协作与生活？How might AI in the real world change collaboration and everyday life?
从找到可信能力，到理解真实空间，再到确认贡献与价值分配，前沿研究关注这些长期问题如何相互影响。当前任务提供观察与验证的起点；网络、经济与社会尺度的判断仍需更多证据。From finding trusted capabilities to understanding physical spaces and establishing contributions and value distribution, research examines how these long-term questions connect. Current tasks provide a starting point for observation and validation. Network, economic and social-scale conclusions still need more evidence.
长期问题仍在探索，相关判断需要任务观察与验证证据支撑。These long-term questions remain under exploration. Conclusions need observations from tasks and validation evidence.
四个面向现实的研究问题Four questions about AI in the world
长期研究方向Long-term research directions
怎样找到并信任别人的能力？How can we find and trust others’ capabilities?
Agent InternetAgent Internet
研究能力怎样从单点调用走向网络发现，以及身份、历史与结果如何支撑协作。Study how capabilities move from isolated calls to discovery across a network, and how identity, history and outcomes support collaboration.
AI 怎样理解设备与真实空间？How can AI understand devices and physical spaces?
Physical AIPhysical AI
研究设备与空间的能力怎样被找到、调用与验证，以及现场变化怎样回到判断中。Study how device and spatial capabilities can be found, called and verified, and how field changes inform subsequent judgments.
一次协作的贡献怎样确认？How can contributions to a task be established?
Capability EconomyCapability Economy
研究能力调用的结果、贡献与成本怎样计量，什么条件下可以讨论结算与分配。Study how outcomes, contributions and costs of capability calls can be measured, and when settlement and distribution can be considered.
长期协作会怎样改变社会关系？How might sustained collaboration change social relationships?
AI Native CivilizationAI Native Civilization
研究智能体、能力与真实身份积累长期历史后，可能形成哪些协作关系与社会结构。Study the collaboration and social structures that may emerge as agents, capabilities and real identities accumulate lasting history.
把长期问题，放回今天可以验证的任务。Bring long-term questions back to tasks we can test today.
研究提供需要追问的问题。产品与具体项目检验能力发现、现场执行和贡献记录，所得结果为长期判断提供依据。Research identifies questions to pursue. Products and specific projects test discovery, field execution and contribution records, providing evidence for longer-term judgments.
检查动作怎样进入现场Examine how actions reach the field
观察设备调用如何经过空间条件、权限与结果确认，找出实际执行的约束。Observe how device calls pass through spatial conditions, permissions and outcome checks to identify constraints on actual execution.
检查贡献怎样被记录Examine how contributions are recorded
观察调用结果能否追溯到参与者与能力，为复用、计量和后续价值讨论保留依据。Observe whether call outcomes can be traced to participants and capabilities, preserving a basis for reuse, measurement and future discussions of value.
长期问题，从真实任务中寻找线索。Look for clues to long-term questions in real tasks.
从农业环境控制与家庭状态验证出发，观察能力怎样被调用、动作怎样回应现场、结果怎样进入下一次判断。具体任务留下的证据，为更大尺度的研究提供依据。Agricultural environment control and home-state validation provide settings for studying how capabilities are called, how actions respond to field conditions and how outcomes inform the next judgment. Evidence from concrete tasks provides a basis for research at larger scales.