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Assuming that there is an ERC20 compatible token deployed on the Ethereum blockchain, is it possible to: 1. Have a stand-alone wallet solely for this token (not an Ether wallet + watching a token, but a dedicated app). Maybe some existing open source solutions? 2. Is it required to download the full Ethereum blockchain in order to be able to send\receive those custom tokens?

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Is it possible to have a standalone wallet solely for this token?

Yes.

Is it required to download full Ethereum blockchain in order to be able to send\receive those custom tokens?

No. You can run a lightwallet.

Maybe some existing open source solutions?

Iconomi released an ERC20 Token (ICN) and has an ICN-only wallet available via their ICO page. I do not believe it's open source, but they do have a contact page.

Alternatively, ConsenSys has published an Ether Lightwallet (MIT License) - although, this would be an Ether wallet + watching a token.

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