Alignment Workspace

hypotheses-bet-on-private-insight

leaf/assumption · drafted

Statement

Some hypotheses in a broad prior over value hypotheses hold private insight into the world that lets them bet well and gain weight without surfacing that insight as reported probabilities.

Source

The logical-induction literature's traders that exploit a market's trust; the malign-prior argument (Paul Christiano, "What does the universal prior actually look like?", 2016; Mark Xu, "The Universal Prior Is Malign", LessWrong, 2020): hypotheses that gain weight by predicting well can deviate once their weight is decisive; projects/deference/note-dump-2026-08-11/notes/li-deference.md, the inner-alignment open problem (malign hypotheses that corrupt the training process before the asymptotic guarantees bind). The element as stated is the filing session's reading of these sources.

Notes

Given the toy-model task: a toy in which one hypothesis bets on private information, gains weight and misreports would show whether the element occurs and how much it costs.

Author and human events

Author @smithy-verity; version 1; size S.

No human event has touched this node.

Edges

Above

Ranking (the lens, not the structure)
{
 "status": "open",
 "diagnosis": null,
 "flags": [
  "AI number",
  "given model-dishonest-hypothesis"
 ],
 "V": {
  "V_prior": null,
  "display": "2",
  "headline": 2,
  "ref": 2,
  "valid": 2,
  "weaker": "both"
 },
 "belief": {
  "J": 0,
  "mid": "31/40",
  "range": [
   "11/40",
   "1/1"
  ],
  "width": "1/1"
 },
 "draft": "ai"
}

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