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World of Software > Computing > AI Bubble and the Free Market | HackerNoon
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AI Bubble and the Free Market | HackerNoon

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Last updated: 2025/10/20 at 7:25 PM
News Room Published 20 October 2025
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There have been discussions about the ‘AI bubble’. The consensus among certain industry leaders is noted. Are there analysts or investors who believe the AI sector has room for growth beyond the current valuations? I like to provide a window on how this could play out. Before that, let’s discuss economics and how it could work.

Equilibrium theory from equilibrium is based on chemical reactions where the rates of the forward and reverse reactions are equal, resulting in constant concentrations of reactants and products. In economics, the equilibrium is a situation where supply equals demand. In this state, the market is stable, and there is no incentive for price changes. The equilibrium is the quantity of goods supplied that equals the quantity demanded.

A sudden increase in reactants can shift a chemical reaction towards products, while a sudden increase in demand can shift the market equilibrium price upwards. Both are subject to a feedback mechanism that is governed by market reactions. In economics, changes in price influence consumer behavior and production decisions.

Changes in price can influence consumer behavior and production decisions, leading to adjustments in supply and demand. The real estate market can exhibit equilibrium, where the number of homes for sale equals the number of buyers at a certain price point, but interest rates, economic conditions can shift this equilibrium. In the foreign exchange market, equilibrium is reached when the supply of a currency matches the demand for that currency at a given exchange rate. Factors such as interest rates, inflation, and political stability can influence this equilibrium.

Zero-sum to Free Market

A Few Big Conglomerates Control the Market

In the context of the AI bubble, the dominance of a few large firms exemplifies an oligopolistic market structure. These companies have significant market power, allowing them to set prices and influence the direction of AI technology. The recent multi-billion-dollar deals indicate that these firms are not only competing but potentially colluding to maintain their market positions, which can lead to inflated valuations and a bubble.

The capital requirements and technological expertise needed to compete in the AI space create substantial barriers for new entrants. This limits competition and innovation, which can exacerbate the bubble as existing players consolidate power and market share.

A market’s reliance on a few conglomerates can lead to a lack of diversity in AI solutions, making it more predictable and vulnerable to shocks. If one of these firms faces a downturn or a significant technological failure, it could have a cascading effect on the entire market, similar to a chemical reaction reaching an unstable equilibrium. Chemical reactions and market forces are similar in that they are dynamic systems.

These large firms mean that their actions significantly impact one another. For instance, if one company announces a breakthrough or partnership, it can lead to a rapid revaluation of competitors, creating volatility in stock prices.

Conglomerates may act as catalysts, driving market dynamics but potentially leading to inefficiencies. For example, their focus on maximizing short-term profits could stifle long-term innovation and consumer benefits. The AI market can be likened to a few reactants, which are conglomerates that control the equilibrium. While this state may be stable, it is not necessarily optimal for consumers or the economy. It lacks the diversity for innovative startups that could lead to more favorable outcomes.

A Few Big Conglomerates, Small and Medium Businesses With Big Numbers

The introduction of SMBs into the AI landscape creates a more competitive environment. These smaller firms can innovate rapidly and cater to niche markets, which can lead to better products and services for consumers. This competition can help mitigate the risks associated with an AI bubble by diversifying the market.

Market resilience of SMBs can enhance the overall resilience of the market. If the larger conglomerates face challenges, the SMBs may continue to thrive, providing solutions and maintaining market stability as increased SMBs with large firms increases market complexity. This diversity can lead to a range of AI applications and services, catering to different consumer needs and preferences can help stabilize the market against potential downturns.

As markets become decentralized and greater complexity is generated through data and market activity. The market can be viewed as a dynamic equilibrium where multiple reactants of conglomerates and small and medium businesses interact. Large conglomerates and small to medium businesses can lead to emergent behaviors of complexity, such as collaborations or new business models that were not predictable from the actions of individual firms.

This can foster innovation and adaptability in the market to create a more complex and potentially efficient equilibrium state. This can lead to the development of new products and services that benefit consumers. The presence of small and medium businesses introduces new pathways for market transactions and innovation.

The Balance of the Free Market

The interactions between large conglomerates and small and medium businesses can lead to emergent behaviors of commercial structural activities, such as collaborations or new business models that were not predictable from the actions of individual firms. This can foster innovation and adaptability in the market and greater complexity of innovation.

Small and medium businesses can act as catalysts that enhance market activity, driving innovation and competition. This can lead to the development of new products and services that benefit consumers, similar to how catalysts in a chemical reaction can lead to the formation of desirable products. Market resilience through the presence of SMBs can enhance the market. If the larger conglomerates face challenges, SMBs may continue to thrive, providing alternative solutions and maintaining market stability.

Understanding this through economic theory, complexity generation, and data provides valuable insights into the current market conditions and future developments in which both the complexity can be shaped into outcomes and a progression similar to how chemical reactions can lead to the formation of new products.

Law, Governance, and Sovereignty

In the context of the current economic landscape, the risks associated with an oligopolistic market dominated by a few large players are particularly significant in the face of an AI bubble. This suggests potential vulnerabilities and inefficiencies that could impact the broader economy.

The benefits of a more competitive market structure that includes SMBs can lead to increased innovation, resilience, and a favorable equilibrium state for consumers. As seen with the rise of gold as a hedge against economic uncertainty. The interplay between these market dynamics will be crucial in shaping future investment strategies and economic outcomes.

The quality of life of a nation is powered by a good economy and a Law for deterrence, with an equal measure for citizens to fulfill their purpose. We are in a transition to a new economy. Governments, companies, markets, and nations have a role to play mediated by regulations and uphold the rule of Law to balance the emergence of an AI future.

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