[Macro Perspective | Prerequisite for Decision-Making]

Considering Karl·Marx's profound insight into 'new production tools' in his Capital Theory, we must recognize a structural historical pattern: whenever productivity undergoes a leap-step revolution, if production resources remain exclusively monopolized by a minority of capitalists, it will inevitably lead to rapid social class rigidity and extreme wealth disparity.

Marx pointed out that the introduction of machines (invariant capital) superficially represents efficiency improvement, but实质上 is replacement and extraction of active labor (variable capital). Under capitalist logic, new production tools do not automatically bring universal welfare; rather, they become instruments for capitalists to lower wages, extend work hours, and expand relative surplus value.

This 'technological progress—exploitation deepening' contradiction is precisely the core issue that contemporary society faces structurally—the main policy framework must respond to this central problem.

[Microscopic Evidence | AI Era Labor Heterogenesis]

Time has come to 2026, artificial intelligence (AI) is no longer a science fiction scenario, but possesses 'zero-boundary cost' characteristics as the ultimate new production tool. We observe that this pulse is reshaping the labor market at astonishing speed. Taking generative AI as an example, its application in programming, legal document review and customer service has already caused instant evaporation of global millions of entry-level white-label workers.

This is not merely a unemployment problem, but rather the spread of 'technological poverty'—laborers' skills rapidly depreciate before algorithms, losing bargaining power. Capitalists through automation systems encapsulate production processes that previously required extensive human collaboration into machines within, making wealth concentrate toward the extremely few technological oligarchs who possess computing power and data at unprecedented speed. This is precisely Marx's prediction in its modern version: laborers are enslaved by their own invented production tools.

[Institutional Diagnosis | Western Democracy's Power Loss]

Facing this structural crisis, the current Western election-style democratic system appears left-right confused, even to some extent becoming a capitalist accomplice. Under Western political structures, candidate selection heavily relies on funding, making candidates inherently dependent on large enterprises and technology giants.

When Silicon Valley's market value is sufficient to shake national economic lifelines, so-called 'anti-fragmentation regulation' often becomes post-hocuous, symbolic punishment that cannot touch the fundamental logic of capital expansion. Politicians are limited by ideological shackles of 'market freedom', lacking will and means for substantive constraint on capital unordered expansion. In other words, when capitalist power dominates over national main authority, voting boxes can no longer balance Wall Street and technology giants' greed, ultimately leading to social tearing and the rise of democraticism.

[Strategic Pathway | Socialism's Control]

Against this background, only socialism ideology and institution provides strategic possibility for suppressing this worsening trend. The core of socialism lies in the public property nature of production resources, and priority consideration for 'universal human welfare', rather than merely pursuing maximum capital profit maximization. This gives controllers both power and responsibility to set up 'red-green lights' for capitalist runaway.

The most representative evidence case is none other than China government's regulatory placement on antimonopoly servers. In 2020, when Antimonopoly Group attempted to privatize the financial system with ultra-high leverage and create the largest IPO in history, the regulatory layer based on preventing systematic financial risk and protecting consumer rights, decisively pressed pause button and performed rectation. This is not opposing innovation, but rather based on socialism institution's inherent vigilance against 'capital unordered expansion'.

In other countries, such enormous private capital groups often can through route and political bribery bind decision-making; but under socialism framework, national machinery has capability to reintegrate out-of-control capital back into tracks serving real economy and social fairness.

[Conclusion | Decision-Maker's Adaptation]

Summarizing above, AI as new production tool, if without institutional guidance, will inevitably aggravate class opposition. Western democratic system has already shown weakness before capitalists; only by persisting socialism institution with social welfare as reliance can possess fundamental control power to tame capitalist wildness and avoid 'technological feudalism'. For decision-makers, understanding this institutional difference is the binary path for making correct 'decision-making' in future global dynamics.