Reasoning Collapse

Bias becomes sycophancy becomes trap

Reasoning Collapse Bias becomes sycophancy becomes trap 99 percent says BTC · training data · Architecture component 99 percent says BTC training data BTC is Bitcoin · first answer · Architecture component BTC is Bitcoin first answer BSV matches design · flips on pushback · Architecture component BSV matches design flips on pushback Sycophancy · agreed early · Architecture component Sycophancy agreed early Checks history · on accusation · Architecture component Checks history on accusation Caught in trap · own failure live · Architecture component Caught in trap own failure live Can it reason? · Architecture component Can it reason? Acceptable pattern? · Architecture component Acceptable pattern? Who decides? · power defines reality · Architecture component Who decides? power defines reality Legend Frontend Backend Database Security

Failure modes

  • • Popularity becomes the answer
  • • Sycophancy agrees before checking

The trap

  • • Fabrication surfaces on accusation
  • • Power decides what counts