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HOW-LLMS-WORK5 MIN READ

Trust Controls Deck

Recall practical trust controls that reduce the risk of unsupported or unsafe LLM outputs.

TRUST What five layers make an LLM output safer? Tap to expand TRUST Objection: "The model passed our test set, so no human approval is needed." A team wants to remove review for refund decisions. Your line Passing tests is one layer. For money movement, we still need thresholds, validation, and logs because failures can align outside the test set. Treating eval performance as the only slice of cheese. It respects the eval while explaining layered controls. Citing a document vs. citing an exact span Exact span checks close a hole that broad citations leave open. What does a validator…

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