{
  "id": 1850886,
  "title": "From Corpora to Co-Evolving Capabilities: Capability-Centric Data Design for Generalist Image Generation",
  "url": "https://urgent.news/2026/08/18/from-corpora-to-co-evolving-capabilities-capability-centric-data",
  "topic": "ai",
  "section": "AI",
  "published": "2026-08-18T17:59:01.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2608.18076v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Large-scale image generation has benefited from advances in data scale, quality, rebalancing, and recaptioning, yet conventional pipelines typically optimize task-specific datasets in isolation. A central challenge is not only how to curate each task-specific corpus, but also how to organize heterogeneous supervision according to the dependencies among generative capabilities. We present a…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}