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News/Beyond Inference-Only Deployment: Comparing Weight-Based Consolidation Against Cascading Compaction
arxiv
PublishedMay 26, 2026 at 4:00 AM

Beyond Inference-Only Deployment: Comparing Weight-Based Consolidation Against Cascading Compaction

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arXiv:2605.24657v1 Announce Type: new Abstract: Major LLM platforms deploy models in an inference-only configuration: the model serves requests but never updates per-user weights. Users must repeatedly re-teach preferences, corrections, and project context, and context-based workarounds consume cont

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