We introduce Holographic Invariant Storage (HIS), a protocol that assembles known properties of bipolar Vector Symbolic Architectures into a design-time safety contract for LLM context-drift mitigation. The contract provides three closed-form guarantees evaluable before deployment: single-signal recovery fidelity converging to (regardless of noise depth or content), continuous-noise robustness , and multi-signal capacity degradation . These bounds, validated by Monte Carlo simulation (), enable a systems engineer to budget recovery fidelity and codebook capacity at design time – a property no timer or embedding-distance metric provides. A pilot behavioral experiment (four LLMs, 2B–7B, 720 trials) confirms that safety re-injection improves adherence at the 2B scale; full results are in an appendix.

生成讲解博客的中文版本

生成AI智能校验的中文版本