AI Assistant Access Control: Stop Answers from Unauthorized Data
A correct answer is still a failure when it comes from data the user cannot see. Put authorization before retrieval and test isolation across accounts.
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Auction Bidder Deposits: Reduce No-Shows Without Killing Liquidity
Deposits can deter unserious bids but also exclude real buyers. Balance non-payment loss against auction liquidity with a measurable test.
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