{
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  "type": "post",
  "slug": "language-models-need-sleep",
  "title": "Language Models Need Sleep",
  "description": "A new approach moves useful short-term context into model parameters through a consolidation phase, then has the model generate a synthetic curriculum and continue improving.",
  "status": "published",
  "published_at": "2026-07-16",
  "topics": [
    "memory",
    "loop-engineering"
  ],
  "source_urls": [
    "https://arxiv.org/abs/2606.03979",
    "https://arxiv.org/abs/2605.12978"
  ],
  "routes": {
    "html": "https://newruntime.com/posts/language-models-need-sleep/",
    "markdown": "https://newruntime.com/posts/language-models-need-sleep.md",
    "json": "https://newruntime.com/posts/language-models-need-sleep.json"
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  "source_format": "markdown"
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