How can Blockchain.info wallet send unconfirmed bitcoins?
No, it does not lend you bitcoins but rather it spends the very same TX outputs that you have sent there. Thus, if your transaction turns out to be surpassed by another one (double spend), then also the transaction spending its output will be considered invalid.

It's like cutting a branch on a tree: all sub-branches will go down with the root one.