词元经济中知识型零工的劳动过程:控制机制、权益困境与保障路径OACHSSCD
The labor process of knowledge-based gig workers in the token economy:Control mechanisms,rights dilemmas,and regulatory pathways—Analysis based on the construction of a new form of intelligent economy
自2026年《政府工作报告》首次提出"打造智能经济新形态"以来,以词元(Token)为基本计量单位的词元经济正加速形成,深刻重塑了文学创作、代码编写、广告设计等知识型零工的劳动场景与价值分配范式.在以词元计量为特征的新型生产模式下,知识型零工从个体独立创作转向人机协同,其劳动价值却在算法计费模式下被系统性地重新定价与汲取.现有研究多聚焦体力型零工的权益保障与平台管控,而对知识型零工劳动过程的内在逻辑与收入分配机制缺乏系统理论关注.本文立足马克思主义劳动过程理论,构建科学技术控制与组织技术控制的二元分析框架,系统考察词元经济下资本对知识型零工劳动过程的技术控制机制及其对劳动权益的多维影响,并提出规制路径.研究发现,在科学技术控制维度,资本通过三大相互关联的机制实施刚性支配:通过垄断分词算法的设计权,将词元建构为高度人为化且不透明的计量单位,使劳动定价丧失客观依托,并形成内生性语言效率歧视;通过多轮对话历史累积、系统提示隐性预扣、内部推理不可见等隐性消耗机制,叠加输入输出非对称计费,构建劳动者不可感知、不可核验的浮动消耗结构,实现对劳动收益的技术化系统汲取;通过封闭词元消耗的后台运算与核验路径,以技术复杂性和专有保护构筑信息黑箱,消解劳动者形成集体抵抗的认识论前提.在组织技术控制维度,资本以柔性规训实现深层支配:通过算法排名与订单分配规则,将AI工具使用等级与词元投入水平强制绑定为市场竞争的生存门槛;嵌入精密调控的激励结构,在劳动者形成沉没成本后制造"投入递增—收益递减"的锁定效应;通过单边制定词元单价、消耗规则与平台抽成比例,将创意溢价与专业价值排除在定价体系之外,经由技术端与平台端两轮截取实现价值系统性转移.双重控制交织导致知识型零工劳动权益遭受多重侵蚀:收益面临名义收入受词元单价约束、实际收益被工具成本侵蚀、可支配所得经平台抽成压缩的三重困境,劳动质量与创意价值被系统低估;词元标准化与算法规训驱动专业技能异化与技术依赖固化;劳动自主性丧失与"主动异化"深化精神利益损害;强制性竞争格局加剧群体分化并消解集体行动能力.针对上述问题,本文提出完善制度供给、规制算法权力、推动协同治理、强化主体赋能的系统性策略,为词元经济下知识型零工劳动权益保障与新型就业形态健康发展提供理论依据与实践路径.
Since the first proposal of"creating a new form of intelligent economy"in the 2026 Government Work Report,a token economy—predicated on the token as its fundamental unit of measurement—is rapidly taking shape,profoundly restructuring the labor contexts and value distribution paradigms of knowledge-based gig workers in fields such as literary creation,code development,and advertising design.These workers have transitioned from independent individual creation to a new production model characterized by human-AI collaboration and token-based metering,yet the value of their labor is being systematically repriced and extracted under algorithmic billing regimes.Existing scholarship has predominantly focused on the rights protection and platform governance of manual gig workers,while lacking systematic theoretical attention to the internal logic of the labor process and income distribution mechanisms of knowledge-based gig workers.Grounded in the Marxist labor process theory,this study constructs a dual analytical framework encompassing technical control and bureaucratic control to systematically examine how capital exercises control over the labor process of knowledge-based gig workers within the token economy,its multidimensional impacts on labor rights,and the corresponding regulatory pathways.The study reveals that,along the dimension of technical control,capital exercises rigid domination through three interrelated mechanisms.First,by monopolizing the design authority over tokenization algorithms,capital constructs the token as a highly artificial and opaque unit of measurement,depriving labor pricing of any objective foundation and engendering inherent linguistic efficiency discrimination.Second,through hidden consumption mechanisms—including multi-turn conversational history accumulation,covert pre-deduction via system prompts,and invisible internal chain-of-thought reasoning—compounded by asymmetric pricing between input and output tokens,capital erects a floating consumption structure that is imperceptible and unverifiable to workers,thereby achieving technicized systematic extraction of labor income.Third,by enclosing the backend computation and verification pathways of token consumption behind technical complexity and proprietary protection,capital constructs an informational black box that dissolves the epistemological preconditions for workers to mount collective resistance.Along the dimension of bureaucratic control,capital achieves deep-seated domination through flexible discipline.Algorithmic ranking and order allocation rules forcibly bind AI tool proficiency tiers and token investment levels into a survival threshold for market competition.Elaborately calibrated incentive structures generate lock-in effects of escalating investment with diminishing returns once workers have incurred sunk costs.Through the unilateral determination of token unit prices,consumption rules,and platform commission rates,creative premiums and professional value are excluded from the pricing architecture,enabling value to be systematically transferred via two successive rounds of appropriation at the technology and platform ends.The interweaving of this dual control subjects the labor rights of knowledge-based gig workers to multiple forms of erosion.Their earnings confront a triple predicament:nominal income is constrained by token unit prices,actual returns are eroded by tool costs,and disposable income is compressed by platform commissions—while the quality and creative value of their labor are systematically undervalued.Token standardization and algorithmic discipline drive the deskilling of professional expertise and the entrenchment of technological dependence.The loss of labor autonomy and the deepening of voluntary alienation exacerbate psychological and moral harm.A coercively competitive landscape intensifies internal stratification and undermines the capacity for collective action.To address these issues,this study proposes a systematic strategy encompassing the improvement of institutional supply,the regulation of algorithmic power,the promotion of collaborative governance,and the strengthening of worker empowerment,thereby providing both a theoretical foundation and practical pathways for safeguarding the labor rights of knowledge-based gig workers and fostering the healthy development of new forms of employment in the token economy.
李苑凌;高嘉李;戴中亮
西南政法大学 商学院,重庆 401120西南政法大学 商学院,重庆 401120西南政法大学 商学院,重庆 401120
管理科学
词元经济知识型零工智能经济新形态劳动过程技术控制权益保障
token economyknowledge-based gig workersnew form of intelligent economylabor processtechnical controlrights protection
《重庆大学学报(社会科学版)》 2026 (4)
54-67,14
教育部人文社会科学基金项目"基于劳动控制权的新就业形态劳动关系治理秩序研究"(25YJA630044)西南政法大学2025年度研究生科研创新项目"数字化转型背景下人机协作对越轨创新行为的影响机制及其治理研究"(XYS25327)
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