Memory Bandwidth as a Function of Turnover Rate

Paper 2 establishes the second constraint governing adaptive memory systems: the bandwidth limit on memory updates. In substrates where memory units undergo replacement or turnover, the rate at which new information can be incorporated into persistent representations is bounded by the turnover rate relative to memory lifetime. This result links adaptive learning speed to structural renewal processes and explains why systems with insufficient turnover cannot track rapidly changing inputs.