Alignment Workspace

policy-level-total-trust

leaf/question · drafted

Statement

What is the policy-level analogue of Total Trust for an AI trained to act and trusted directly, rather than an estimator run through an argmax rule, and does the bounds-transfer and self-endorsement factorization exist without a selection to condition on?

Source

projects/deference/note-dump-2026-08-11/wiki/open-problems.md, Research direction: trust the policy, not the decision rule: "model an AI trained to act — a policy the humans can trust directly — rather than an estimator run through an argmax rule"; "what is the policy-level analogue of Total Trust, and does an analogue of the bounds-transfer/self-endorsement factorization of [total-trust-implies-value] exist without a selection to condition on? It is not known whether this is doable".

Notes

A question: Value is instrumental and no decision rule is optimal across embedded environments, so any argmax-shaped statement inherits a decision theory; the shape of a statement that does not is unknown. A shared claim of the bounded-agent programme, and the target of the policy-level route of the collapse's improvement claim.

Its evidence parent is the deck's scoped chain read as an implication: that chain is the bounds-transfer and self-endorsement factorization for argmax choice, whose policy-level analogue the question asks for. The action is a one-page statement attempt.

Author and human events

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

No human event has touched this node.

Edges

Above

Ranking (the lens, not the structure)
{
 "status": "open",
 "diagnosis": null,
 "flags": [
  "AI number",
  "given deck-collapse-statement@valid"
 ],
 "V": {
  "V_prior": null,
  "display": "2",
  "headline": 2,
  "ref": 2,
  "valid": 2,
  "weaker": "both"
 },
 "belief": {
  "J": 0,
  "mid": "17/40",
  "range": [
   "0/1",
   "37/40"
  ],
  "width": "1/1"
 },
 "draft": "ai",
 "root": {
  "status": "open",
  "Pr": {
   "hi": "19/20",
   "lo": "0/1",
   "mid": "7653404763/20000000000"
  },
  "value": null,
  "cost": "inf",
  "margin": "no established leaves"
 }
}

Say something about it

Each verb opens a prefilled issue; a round files what lands as the ledger event it is.

comment · challenge · estimate · want