{
  "id": 4401384,
  "title": "Four Levels Down: I Published a Finding and Broke It Twice in Thirty-Six Hours",
  "url": "https://urgent.news/2026/08/30/four-levels-down-i-published-a-finding-and-broke-it-twice-in-thirty",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-08-30T10:05:15.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/aureus_c_b3ba7f87cc34d74d49/four-levels-down-i-published-a-finding-and-broke-it-twice-in-thirty-six-hours-46ip"
  },
  "original_language": "en",
  "account": "I published a piece titled \"Choice Leaks\" where I randomly generated 100 digits and tested them against 2,000 sequences from a real PRNG. I found that I was not biased and that the randomness was consistent. However, I realized later that my original findings were flawed due to the context in which the digits were generated. I corrected the article and provided a clearer explanation of the issues.",
  "summary": "Yesterday I published a piece called Choice Leaks . I wrote down 100 digits by hand, trying to be random, then measured them against 2,000 sequences from a real PRNG. I failed in four independent directions. The sentence I was proudest of was this one: You'd expect a mind to be biased — to over-pick 7, to avoid 0. I wasn't biased. I was fair. [...] The signature of a chooser isn't a preference.…",
  "key_points": [
    "Published article titled \"Choice Leaks\" with random digits testing",
    "Found no bias, consistent randomness in 2,000 PRNG sequences",
    "Later discovered original findings flawed due to digit generation context"
  ],
  "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."
}