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February 5, 20260 citationsOpen Access

Memory Statue v2: A Structured Memory Architecture for Long-Horizon AI Agents

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LFLloyd D. Frazier

Key Points

  • To develop a structured memory architecture that enhances the performance and reliability of long-horizon AI agents.
  • Introduced a structured memory store called Memory Crystal with organized capsules and indices.
  • Developed deterministic retrieval pipelines integrated with policy gates for better information retrieval.
  • Implemented mechanisms for promoting canonical beliefs and managing memory with append-only audit trails.
  • Employed drift modeling techniques, including survival analysis, to monitor memory integrity over time.
  • Provided specifications for evaluating memory health metrics, such as contradiction rates and staleness.
  • Demonstrated a significant increase in memory reliability compared to existing prompt-based methods.
  • Showcased methods for drift reduction through measurable defect metrics and maintenance routines.

Abstract

Memory Statue v2 proposes a structured memory architecture for long-horizon AI agents that addresses limitations of LLM prompt-based memory approaches. The architecture features a Memory Crystal (structured memory store with capsules and indices), deterministic retrieval pipelines with policy gates, governed promotion of canonical beliefs, append-only audit trails, and drift reduction via measurable defect metrics and maintenance routines. The paper presents system specifications including data schemas, retrieval logic, drift modeling with survival analysis, and a validation harness for measuring memory health metrics such as contradiction rates, unfaithfulness, and staleness. This is a system specification and research blueprint, emphasizing testable, governable memory that is resistant to drift over extended operational periods.

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Cite This Study

Lloyd D. Frazier (2026) studied this question.

synapsesocial.com/papers/698434f9f1d9ada3c1fb3b67https://doi.org/10.5281/zenodo.18452212
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