{
  "id": 1711,
  "url": "https://www.transformernews.ai/p/matching-human-intelligence-llms-world-models-scaling-alternatives",
  "title": "Scaling works. These researchers are betting billions it isn't enough",
  "summary": "Transformers have ruled AI for a decade. But some think world models, pure reinforcement learning or neurosymbolic AI might be a better path to true intelligence",
  "authors": "Celia Ford",
  "category": "news",
  "topics": null,
  "orgs": null,
  "regions": null,
  "published_at": "2026-07-07T16:13:03.000Z",
  "fetched_at": "2026-07-14T16:04:12.223Z",
  "source_slug": "transformer",
  "source_name": "Transformer",
  "source_homepage": "https://www.transformernews.ai",
  "ethics_ai_record_url": "https://ethics.ai/record/1711",
  "original_url": "https://www.transformernews.ai/p/matching-human-intelligence-llms-world-models-scaling-alternatives",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}