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July 13, 20260 citationsOpen Access

The Lifelong Loop: Error-Gated Consolidation and the Cost of Nights Without a Log

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XLXuhao Lin

Key Points

  • This study examines the impact of error-gated consolidation on the day/night cycle process.
  • Conducted an end-to-end simulation of the day/night loop for 30 simulated days.
  • Employed a fixed Qwen3.5-2B model with a disposable LoRA day adapter and a persistent LoRA core.
  • Analyzed the effects of the consolidation process across various conditions within the loop.
  • Demonstrated that error-gated consolidation significantly affects fact retention across the simulated days.
  • Showed that the dynamics of the day/night loop influence overall simulation outcomes critically.

Abstract

Companion to *Persistence Is Not Accumulation* (doi:10.5281/zenodo.21232648, code doi:10.5281/zenodo.21199026), which audits the **day** scale; this paper runs the complete **day/night loop** end-to-end for up to 30 simulated days (720 facts) on a frozen Qwen3.5-2B with a disposable LoRA day adapter and a persistent LoRA core:

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Cite This Study

Xuhao Lin (2026) studied this question.

synapsesocial.com/papers/6a54807d475c38bf615a55a9https://doi.org/10.5281/zenodo.21310038
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