MANUFACTURING  /  KNOWLEDGE ENGINE  /  IN PRODUCTION

Start With the Most
Expensive Problem on the Line.
从产线上最贵的
那个问题开始。

Solve one real problem first, then turn the solution into a knowledge pack that moves to the next plant.先把一个真问题解决掉,再把解法沉淀成能搬到下一家的知识包。

What Is Already Running已经在跑的东西

A listed manufacturer一家上市制造企业

A Shenzhen-listed customer in new energy materials manufacturing. Purchase contract locked; scope and the acceptance criteria for five delivery phases are agreed.深交所上市公司客户(新能源材料制造)。采购合同已锁定,服务范围与五个阶段的交付验收口径已确定。

Six apps in production6 个应用已上线

Six AI applications run in the production environment, and engineers use them as part of their working day.6 个 AI 应用跑在生产环境里,工程师把它们当成每天工作的一部分。

Knowledge you can audit查得到出处的知识

About 20,000 lines of knowledge ingested and broken into 1,345 retrievable semantic chunks — each carrying source, currency, classification, and an audit trail.约 2 万行知识入库,拆解为 1,345 个可检索语义块。每一条都带着出处、时效、密级与留痕。

Change the Domain, Keep the Engine换一个领域,引擎不动

One domain-agnostic knowledge engine, plus one knowledge pack per domain. Adding a domain means adding a pack.一套领域无关的知识引擎,加每个领域各一份知识包。新增一个领域,等于加一个知识包。

Lithium metal锂金属域

Built.已建成。

Patents专利域

Built.已建成。

CCC manufacturingCCC 制造域

In progress.在建。

Cross-border brand跨境品牌域

Planned.规划中。

Four knowledge domains, one shared method and contract.跨的是四个知识领域,同一套方法与契约。

Where the Line Between People and AI Moves人和 AI 的边界,逐级往上让

L1

Findable查得到

Knowledge is ingested, searchable, and carries its source.知识入库,问得到,且带着出处。

L2

Checkable看得懂

Conclusions come with the evidence behind them.结论带着依据,人能复核。

L3

Trusted敢用

It enters the daily workflow, with gates and an audit trail.进日常流程,闸口留痕。

L4

Portable搬得走

It settles into a knowledge pack that another plant can reuse.沉淀成知识包,换厂可复用。

Which problem on your line costs the most?你产线上最贵的那个问题是什么?