工作方式How we work
从桌面研判到野外验证，以及 AI 与地质专家各自的边界。From desktop assessment to field verification — and where the limits of AI and geologists lie.
桌面阶段的真实难处The desk phase, honestly
一个矿区真正相关的文献可能有两百多篇，分散在不同年代、机构、坐标系和语言里。不是专家不努力，是人力精读的上限就在那里。A single district can have two hundred relevant documents across decades, agencies, datums and languages. It isn't effort that runs out — it's reading capacity.
A 队和 B 队对成因、成矿时代、品位门槛的判断不一致，靠单一来源采信，很容易把方向带偏。Survey teams disagree on genesis, age of mineralisation and cut-off grades. Trusting a single source can quietly steer the whole program.
当年因品位未达商业门槛被放弃的区域，按今天的技术和经济条件重新评估，仍可能具备价值。Ground dropped decades ago for missing the commercial grade of its day can look different under today's technology and economics.
标准工作流程Standard workflow
没有发明新的勘探方法——仍按矿产勘探的传统流程走，用 AI 把过去受限于人力、只能挑重点看的整合工作，做到人工难以达到的广度和一致性。No new exploration method was invented. We follow the conventional sequence and use AI to bring a breadth and consistency to data integration that manual work can't reach.
里程碑 A · 地质师携报告赴现场Milestone A · geologists take the report to site
里程碑 BMilestone B
AI 与专家的分工AI and geologists
AI 会漏判，也会误判，专家同样如此。AI 的价值是扩大可比较的信息范围、保留可追溯的证据、减少单一视角的偏差——不是天然比专家更准。每一次专家复核，都让系统更懂这一类矿。AI can miss and misjudge — so can experts. Its value is a wider evidence base, a traceable record and less single-viewpoint bias, not being inherently more accurate. Every expert review teaches the system more about that kind of deposit.
存疑数据先标注、加约束，明显错误的数据不进入研判。Questionable data is flagged and constrained; clearly wrong data is kept out.
对矿区有直接参考作用的资料与间接参考资料分级使用、交叉比对。Directly and indirectly relevant sources are graded and cross-checked.
专家审定报告框架、分析对象与证据取舍，并据实修正。Experts approve the framework, targets of analysis and which evidence counts.
AI 的结论建立在所给资料之上，专家会到现场核实资料与实际是否一致。Conclusions rest on the data given, so experts verify on site that records match reality.
资料保密Confidentiality
矿区资料只挂载在所属项目上，不进入模型权重。A district's data is attached only to its own project and never baked into model weights.
每个矿区有专属的资料库与工作流，未经人工监督批准，项目之间数据不互通。Each district has its own data store and workflow; nothing crosses between projects without supervised approval.
涉及敏感地质、测绘或矿山数据时，采用数据隔离、本地化或离线处理方案，在授权范围内工作。Sensitive geological, survey or mine data is processed in isolated, localised or offline setups, strictly within the authorisation given.
签署保密协议后接收资料。客户项目的事实、坐标与数据只用于该项目，项目关闭即冻结。Data is received under NDA. Client facts, coordinates and data serve that project only and are frozen when it closes.
主要矿种Commodities
国内与海外项目均可承接。不同矿种流程框架一致，具体方法与指标存在差异。Projects in China and overseas. The workflow is the same across commodities; methods and thresholds differ.
适用阶段Where it helps