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

Institutions

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
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

When Does Memory Orchestration Help a Strong LLM? An Efficiency Law and Certified Representation Levers for Long-Term Memory

Alexander Bering
Zenodo (CERN European Organization for Nuclear Research)
Auction Theory and Applications
preprint

When Does Memory Orchestration Help a Strong LLM? An Efficiency Law and Certified Representation Levers for Long-Term Memory

Alexander Bering
preprint en

Abstract

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.

Zenodo (CERN European Organization for Nuclear Research)
Zen-Noh (Japan) (JP)
Peace, Justice and strong institutions
Auction Theory and Applications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.