Q: "What are all the application limits?"

A: Take it away, Salesforce Cheat Sheets!

Btw, if you've never checked out the cheatsheets (under "Tips & User Guides" in the Help tab), you don't know what you've been missing: http://tinyurl.com/SalesforceCheatsheets