Layer: Data · input contamination
AI is a production system · Part two: Data · Chapter five
Chapter five
Input contamination
The element you cannot remove
Steel is the most recycled material on earth, and the reason it can be recycled almost indefinitely is that the impurities which matter most can be burned out. Carbon oxidises. Silicon oxidises. Phosphorus and sulphur can be removed with the right slag chemistry. The furnace is, among other things, a purification device.
Copper cannot be removed this way. Copper is less reactive than iron, so it will not oxidise out ahead of the metal you are trying to keep, and there is no economic process at scale that separates it once it is in. It arrives with shredded cars, in wiring harnesses and small motors the shredder cannot fully sort, and once it is in the melt it stays in the melt. Metallurgists call copper and tin and nickel tramp elements, and the defining property of a tramp element is that it accumulates. Every cycle adds a little. Nothing takes any away.
At low concentrations copper does nothing anyone would notice. Above a threshold it produces hot shortness, which is surface cracking during hot rolling, and the practical consequence is that the steel can no longer be made into the demanding products, the deep-drawn panels and the fine sheet. It can still be made into rebar. The industry term is downcycling, and it describes a stock of material that is not defective, is not out of specification for what it is now sold as, and has quietly lost the ability to become what it used to be able to become.
Notice what does not happen anywhere in that account. No batch fails a test. Every consignment is steel, is sold as steel, is certified as steel, and is steel. There is no rejection, no supplier non-conformance, no moment at which a check turns red. The material's identity is intact and its range has narrowed.
This is the distinction the rest of this chapter rests on, and it is worth stating flatly before anything else is built on top of it. A defect fails a check. A contaminant passes every check and changes what the material can be used for.
Chapter four closed on a promise, and this is where it is paid. Every discipline in that chapter, the supplier register one tier down, the probe set, the purchasing policy for agents, the disciplined reading of an Article 53 summary, rests on an assumption which is true of most bad material and false of this kind. The assumption is that bad material eventually announces itself, as a defect, a wrong answer, a failed check, something a person or a system can point at. Supplier qualification is designed around that announcement, and shortens the distance between it and the cause.
Contamination does not announce itself. That is not an incidental feature of it. It is the definition.
Chapter two dealt with lock-in, which constrains what an organisation can do. This chapter deals with contamination, which changes what an organisation believes, and the second is worse in a way that takes a moment to see. An organisation under lock-in knows it is constrained, complains about it and budgets around it. An organisation whose beliefs have been contaminated is operating normally, confidently and to standard, on a picture of the world that has drifted, with no instrument pointed at the drift because nothing has gone wrong.
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