I noticed that LWJGL has new binary structure and I can't seem to get it to work, is this new format where each library is separate permanent? Can anyone help me with this?

See this reply. You can also try the new download tool if you use Maven or Gradle. The zip bundle will soon be customizable too and will include generation of classpath arguments.