When Does Memory Orchestration Help a Strong LLM? An Efficiency Law and Certified Representation Levers for Long-Term Memory
We ask when adding a memory-orchestration layer around a strong LLM actually helps, and when it does not. Across controlled multi-vendor experiments we derive an efficiency law separating the regimes in which orchestration pays from those in which it is neutral or harmful, and we certify four representation-level levers that survive the stricter regime: date-anchored rendering, consolidation memoranda, cheap consolidation that outperforms full re-processing across vendors, and a value-of-information gate. Negative and null results are reported in full: several intuitively appealing configurations do not compose. The contribution is a decision rule for practitioners — orchestrate here, do not orchestrate there — grounded in measured effect sizes rather than architectural preference.
Authors
- Alexander Bering (ORCID: https://orcid.org/0009-0001-1793-012X)
Institutions
- Zen-Noh (Japan) (JP)
Publication Details
- Journal
- Zenodo (CERN European Organization for Nuclear Research)
- Published
- 2026-07-24
- DOI
- https://doi.org/10.5281/zenodo.21548759
- Primary Topic
- Auction Theory and Applications
- Type
- preprint