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cff-version: 1.2.0
message: "If you use this work, please cite it as below."
title: "Proportional Intelligence"
abstract: >-
A per-instance cost model for difficulty-bound AI. Compute and confidence
should scale with the difficulty of the single question, not with model size.
Introduces the per-instance Resource Triedro R_x(B, D, V) with an additive
conservation law, and the measurable "verification locality" L = d_min(x),
yielding the falsifiable prediction q* ~ m^(1 - 1/L) for the number of
spot-checks. Includes a runnable, dependency-free experimental harness
(synthetic and real-data, HotpotQA-based) and honest scope limits.
authors:
- family-names: Wavy
alias: condorstark
type: software
license: MIT
repository-code: "https://github.com/condorstark/proportional-intelligence"
keywords:
- proportional-intelligence
- test-time-compute
- verification-locality
- hallucination-detection
- resource-triedro
- freivalds-algorithm
- semantic-entropy
year: 2026
date-released: "2026-06-28"
version: "0.1.0"