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# On Equivalent Product
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The following is an excerpt from "The Art of Doing Science and Engineering" by Richard Hamming.
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Over the last year it has been replaying in my head with regards to the shifts with agentic coding.
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>The computers make it possible for robots to do many things, including much of the present
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>manufacturing. Evidently computers will play a dominant role in robot operation, though one must
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>be careful not to claim the standard von Neumann type of computer will be the sole control mechanism,
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>rather probably the current neural net computers, fuzzy set logic, and variations will do much of the control.
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>Setting aside the child’s view of a robot as a machine resembling a human, but rather thinking of it as a
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>device for handling and controlling things in the material world, robots used in manufacturing do the
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>following:
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>A. Produce a better product under tighter control limits.
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>B. Produce usually a cheaper product.
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>C. Produce a different product.
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>This last point needs careful emphasis.
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>When we first passed from hand accounting to machine accounting we found it necessary, for
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>economical reasons if no other, to somewhat alter the accounting system. Similarly, when we passed from
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>strict hand fabrication to machine fabrication we passed from mainly screws and bolts to rivets and
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>welding.
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>It has rarely proved practical to produce exactly the same product by machines as we produced by
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>hand.
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>Indeed, one of the major items in the conversion from hand to machine production is the imaginative
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>redesign of an equivalent product. Thus in thinking of mechanizing a large organization, it won’t work if
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>you try to keep things in detail exactly the same, rather there must be a larger give-and-take if there is to be
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>a significant success. You must get the essentials of the job in mind and then design the mechanization to do
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>that job rather than trying to mechanize the current version—if you want a significant success in the long
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>run.
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>I need to stress this point; mechanization requires you produce an equivalent product, not identically the
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>same one. Furthermore, in any design it is now essential to consider field maintenance since in the long run
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>it often dominates all other costs. The more complex the designed system the more field maintenance must
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>be central to the final design. Only when field maintenance is part of the original design can it be safely
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>controlled; it is not wise to try to graft it on later. This applies to both mechanical things and to human
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>organizations.