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  "path": "/news/2026-05-virtual-ai-testbed-massive-llm.html",
  "publishedAt": "2026-05-29T13:40:01.000Z",
  "site": "https://techxplore.com",
  "tags": [
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  "textContent": "Operating large language model (LLM) services like ChatGPT requires a server infrastructure on the scale of tens of thousands of units. However, constructing actual equipment every time a new AI semiconductor or system architecture needs to be verified incurs massive costs and time.",
  "title": "Virtual AI testbed lets developers verify massive LLM servers before construction"
}