Who Does Withholding Delay? A Welfare Model of Open-Weight AI Release Under Asymmetric Proliferation

URL SCAN: Who Does Withholding Delay? A Welfare Model of Open-Weight AI Release Under Asymmetric Proliferation
FIRST LINE: Computer Science > Computers and Society

The Dissection

This is a release-control model for buying time under asymmetric substitution. Its central finding is blunt: withholding delays whoever lacks an alternative route. If adversaries substitute faster than defenders, restriction becomes defender disarmament disguised as caution. The paper formalizes that timing problem through welfare functions, acquisition rates, safeguards, irreversible losses, and policy comparisons. It is an analytical scaffold, not empirical proof.

The Core Fallacy

Relative to the Discontinuity Thesis, the paper compresses the problem into a fixed-horizon access contest. It can estimate who receives capability later; it cannot determine who owns the machine economy afterward.

Its policies—controlled access, defender-first release, safeguarded weights, and open weights—are all lag defenses. None addresses P1, P2, or P3. None preserves mass employment, restores productive participation, or prevents AI capital from concentrating in sovereign hands. A favorable welfare ranking is therefore not system survival. It is an optimization result inside the transition toward system death.

Hidden Assumptions

• Actors are coherent “defenders” and “adversaries,” rather than unstable coalitions with internal conflicts.
• Substitute-acquisition rates can be estimated and remain sufficiently stable for exponential models.
• Capability usefulness, misuse, safeguards, and defensive reach can be compressed into welfare parameters.
• Public release is a discrete event rather than a process involving theft, replication, retraining, merging, and diffusion.
• Discounted aggregate welfare is the relevant objective, rather than ownership, sovereignty, bargaining power, or labor displacement.
• Selected defenders can deploy first without creating new sovereigns, leakage channels, or concentrated control.
• The chosen parameter bounds represent reality; the design sweeps demonstrate sensitivity, not predictive certainty.

Social Function

Partial truth functioning as transition management. The paper supplies institutions with a respectable calculator for deciding how long to ration capability. That is useful. It is also an elegant way to discuss delay while avoiding the ownership regime that determines who commands the automated economy. Used as a complete welfare theory, it becomes elite self-exoneration: the administrators can claim optimization while the productive majority loses economic necessity.

The Verdict

The paper is a mathematically neat delay calculator, not an escape route. Its strongest result is that naive withholding can immobilize slower-substituting defenders while faster adversaries route around the gate. Its deeper limitation is decisive: every policy merely changes diffusion timing. Under DT, withholding is not salvation. It is rationed time before control, labor displacement, and productive-participation collapse become the governing facts.