A new deterministic memory layer can be grafted onto frozen local models, such as GPT-2, Llama, and Qwen, to enable the retention and revision of facts beyond the standard context window. This lightweight addition requires only megabytes of extra memory, significantly reducing the overhead associated with AI memory. The system is designed for local reproduction without the need for cloud APIs.