SI-WP-010: The Function Got Redefined Underneath the Work The Function Got Redefined Underneath the Work: Labor-Layer Extraction in AI Development and the Architecture That Could Bind It (SI-WP-010) documents the labor-layer manifestation of the trajectory diagnosed at field scale by SI-WP-009. It identifies a function-redefinition mechanism operating at the production layer of AI rather than at the deployment layer where existing governance work has focused, and it assesses the comparative near-term feasibility of five candidate routes for binding architecture against the pattern. Three cases ground the labor-layer pattern: The Oracle case: An engineer instructed to record her workflows before being laid off and replaced by recordings, alongside large-scale layoffs at a company reporting record growth. The supply-chain case: Data workers training AI systems reporting median annual earnings of 22, 620, with 22 percent experiencing homelessness, contracted through vendor networks that insulate deploying companies from labor accountability. The Hangzhou case: A Chinese court ruling that AI adoption is a voluntary business strategy rather than an objective circumstance justifying termination, in a case where a quality-assurance worker had refused a 40 percent pay cut after his work was deemed automatable. The three cases share a single mechanism: function-redefinition under competitive pressure, operating beneath the level at which deployment-layer governance instruments can reach. The paper engages the strongest alternative explanations and industry counteraccounts, including productivity-transition, macro-null, AI-washing, competitive-necessity, and contractor-flexibility framings, and argues that these constrain rather than defeat the layer-specific claim. It then assesses five candidate routes for binding architecture: compute and cloud gatekeepers, procurement coalitions, treaty blocs, insurance and liability architecture, and licensing-as-architecture. Licensing-as-architecture has the highest near-term feasibility because it is authority-adjacent to the function-definition layer itself, not merely leverage-adjacent to the actors in the field. Methodological positioning: This paper is pre-empirical, theoretical, and methodological. The labor-layer pattern documentation is well-supported by primary sources. The prescription is structurally specified and architecturally tractable, but has not been deployed at scope. The near-term-feasibility claim for licensing-as-architecture is held to the regulated-profession subset only; the unregulated supply-chain labor layer remains exposed absent additional architecture. The paper does not predict that any candidate route will be taken; it specifies what would have to be true for binding architecture to be deployed. Document ID: SI-WP-010 Version: 2. 7. 2 Author: Thomas W. Gantz Affiliation: Synthience Institute License: CC-BY 4. 0 v2. 7. 2 update suggested citation DOIFor published work and Institute information: synthience. org
Thomas Gantz (Wed,) studied this question.