In practice
The controls that work in combination: retrieve the source material rather than relying on memory, require citations and show them, constrain the output to a structure that can be validated, check figures against the system that owns them, and put a person in front of anything binding. Each one narrows the space in which a fabrication can survive to the end.
Where it fits in a build
Tolerance depends entirely on the consequence. A wrong suggestion in a draft costs seconds. A wrong figure in a tender submission or a wrong clause in advice to a client costs considerably more, and those workflows should never be designed on the assumption that the model is right.
Common mistakes
- Presenting model output to a customer without a human or a validation step in between.
- Judging accuracy from a handful of impressive demos rather than a measured sample.
- Hiding uncertainty. A system that shows what it was unsure about is used properly; one that sounds certain every time is trusted until it is not.
Related terms
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