An athanor is not shaped like a furnace built for high heat; it is shaped to make low heat last. The design is a tower with a domed or vaulted top, built of thick brick or fired clay that holds heat well and releases it slowly, with a small fuel chamber near the base and a shelf or cradle above where the working vessel, whatever it happened to be, sat away from direct flame. The fuel itself was chosen and packed for slowness rather than power: charcoal banked densely and starved of excess air smolders rather than burns freely, and a well-packed athanor could hold a steady, low heat for a day or more on a single loading, needing only occasional tending rather than constant feeding.
Some designs used a small reservoir that fed fuel down into the fire chamber gradually as the lower fuel was consumed, which is the literal sense of "self-feeding" the furnace is often described by. Because the vessel sat above rather than in the fire, and because the thick masonry walls evened out whatever small fluctuations the fire produced, the athanor could sustain the kind of unattended, weeks-long, low and steady warmth that a direct flame under an open pot never could, which is precisely what the slow stages of the work, digestion and fermentation above all, were understood to require.