I'd suggest using the Permalink. If you have just enabled SEO-friendly links in 03.05.00, you'll need to Regenerate your Permalinks to update the URLs.
Going forward, the Blog module will use Permalinks 100% as the URL for all entries, so this the the correct way to link to an entry. See this for more info.