{
  "id": 11680995,
  "title": "AI Has Knowledge, Humans Have Context",
  "url": "https://urgent.news/2026/10/03/ai-has-knowledge-humans-have-context",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-03T12:33:14.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/xtrel/ai-has-knowledge-humans-have-context-4pi5"
  },
  "original_language": "en",
  "account": "Two converters now link an author to their reader: the AI assisting with writing and the AI summarizing for the reader. Industrial instrumentation functions similarly, with each link introducing errors that accumulate. Metrology involves checking both individual links and the entire system. In the case of AI-assisted text, context gets lost rather than knowledge. Unspoken context, consequences of actions, and changes in circumstances after the task is set do not pass through the AI channel easily. While readers may still interpret texts differently without AI, the nature of errors changes. Cognitive biases affect each individual uniquely, causing correlated errors shared by all readers using the same model. Unlike in a workshop where discrepancies in measurements can be identified by comparing against a known standard, AI-generated summaries may appear consistent even if they share the same underlying errors. The original text can still reveal these errors if revisited, but the personalization process often renders the intended meaning invisible to the reader.",
  "summary": "TL;DR. More and more often, a text reaches its reader through two converters: the AI the author writes with, and the AI that summarizes it for the reader. In industrial instrumentation this design is called a measurement channel, and it has a well-known property: the errors of each link add up, so you have to check the whole channel, not just its parts. AI passes knowledge through this channel…",
  "key_points": [
    "AI assists writing but loses context in summarization",
    "Unspoken context, consequences, and changing circumstances aren't passed through AI",
    "Cognitive biases cause correlated errors in AI-generated summaries"
  ],
  "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."
}