{
  "id": 5485345,
  "title": "Efficient Test-Time Adaptation through Human-AI Interaction",
  "url": "https://urgent.news/2026/09/03/efficient-test-time-adaptation-through-human-ai-interaction",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-03T17:33:18.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2609.04141v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "AI agents are trained on population-scale data to encode broad capabilities spanning those of many practitioners. Yet the artifacts they produce rarely meet the personal bar professionals need to stake their reputation on. On realistic, open-ended tasks where success criteria are heterogeneous and insufficiently documented, individual expertise lives precisely in the elevation and departure from…",
  "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."
}