teleo-codex/domains/internet-finance/called-off bets enable conditional estimates without requiring counterfactual verification.md
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Pentagon-Agent: Leo <76FB9BCA-CC16-4479-B3E5-25A3769B3D7E>

Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-06 09:11:51 -07:00

3.4 KiB

description type domain created source confidence tradition
Trades nullified when conditions fail let speculators estimate policy effects without ever proving what would have happened otherwise framework internet-finance 2026-02-16 Hanson, Shall We Vote on Values But Bet on Beliefs (2013) proven futarchy, prediction markets, mechanism design

The called-off bet mechanism is the technical foundation that makes futarchy practical. A market trades asset "Pays $W if policy N adopted" for fraction of "Pays $1 if N adopted" - but all trades are nullified if N is not adopted. This gives speculators incentives to estimate E[W|N] accurately, averaging welfare W only over scenarios where N happens.

The crucial insight is that we never need to verify counterfactuals. We only ever need to know the consequences of choices that were actually made. Speculators are not betting that a decision will later be shown to be best - we will never know this and never need to. They are simply estimating expected outcomes conditional on observable events.

This solves the fundamental epistemological problem of policy evaluation: how to choose between alternatives when you can only observe one path. Traditional democracy votes on both values and means, then can never verify if rejected alternatives would have been better. Called-off bets separate the problem: vote on values (the welfare function W), bet on beliefs (conditional expectations E[W|policy]), and only verify the welfare outcomes that actually occur. The welfare function itself can be national welfare functions can be arbitrarily complex and incrementally refined through democratic choice between alternative definitions, so this separation does not sacrifice nuance -- it concentrates it where markets can evaluate it.

The mechanism connects to the future is a probability space shaped by choices not a destination we approach - called-off bets operationalize this by making speculators average over probability distributions of futures conditional on different choices, rather than predicting single outcomes.

For Living Capital vehicles pair Living Agent domain expertise with futarchy-governed investment to direct capital toward crucial innovations, called-off conditional markets could estimate innovation impact without requiring proof that rejected proposals would have failed.


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