What is a hash pre-image as it is used for the breach remedy?

Until this afternoon I thought the anti-cheat transactions or breach remedies built on the exit-transaction of the counterparty.

Apparently, they build on something called a “hash pre-image”. What is it the pre-image from? How and why can it be used to create a transaction once the counterparty tries to breach the payment channel?

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