Blacksmith annealing is a heat treatment that softens metal, increases its ductility and malleability, and removes internal stresses by heating it to a specific temperature, holding it there for a time, and then cooling it slowly. This makes the metal easier to work and prevents it from cracking, allowing for easier shaping and forming in subsequent blacksmithing processes.