Performance issues, can I recover memory?
To answer your question, yes, applications and processes continue to start up and if you have not manually closed them or restarted the computer, you will be "losing" RAM. You can turn the inactive memory into free memory with this command in Terminal:

sudo purge


You can also run Activity Monitor to diagnose what apps are running and sort the list by most memory.