Both Armorer and Weaponsmith create items that do not expire. Items that go into the Defense and Offense Item Slots, respectively, are permanent once made. They provide the benefits listed on the tag Per Rest unless otherwise specified.
Alchemist, on the other hand, creates items for the Temporary Item Slot which, after activated, expire the next time you begin a Rest.