The Impact of Inflation and AI on Economic Uncertainty

Lucas Charbonnier

Hatched by Lucas Charbonnier

Mar 12, 2024

4 min read


The Impact of Inflation and AI on Economic Uncertainty


In recent times, two significant issues have dominated global discussions: the rising inflation rates in Argentina and the advancements in AI prompting techniques. While seemingly unrelated, these topics share common threads that highlight the complexities of our modern world. In this article, we will explore the challenges posed by inflation in Argentina and the potential of zero-shot chain of thought (Zero-shot-CoT) prompting in AI communication. By delving into these subjects, we can gain valuable insights into economic uncertainties and innovative solutions in the technological realm.

The Inflation Conundrum in Argentina:

Argentina has been grappling with an uncontrollable inflation crisis, exacerbated by the surge in global commodity prices since early 2022, primarily due to the ongoing conflict in Ukraine. Despite the adverse effects of inflation, it had some positive impacts on the Argentine economy in 2022. The growth was supported by a gradual recovery in tourism and the restoration of international confidence through a new IMF aid program signed in March 2022. However, these developments also intensified pre-existing inflationary pressures, posing challenges for the country's economic stability.

Understanding Zero-Shot-CoT Prompting:

On the other side of the spectrum, the world of artificial intelligence has witnessed remarkable progress in communication techniques. Zero-shot chain of thought (Zero-shot-CoT) prompting is a recent development that builds upon CoT prompting, introducing a simple yet powerful zero-shot prompt. By appending the phrase "Let's think step by step." to a question, language models (LLMs) can generate a chain of thought that effectively answers the question. Extracting accurate answers from this chain of thought has proven to be a significant advancement in AI communication. The Zero-shot-CoT process involves two separate prompts/completions, where the first generates a chain of thought and the second extracts the answer from it, creating a self-augmented prompt.

The Potential and Limitations of Zero-Shot-CoT:

Zero-shot-CoT has showcased its potential to enhance results in various domains, such as arithmetic, commonsense reasoning, and symbolic reasoning tasks. However, it is important to note that it is often not as effective as CoT prompting. Nonetheless, Zero-shot-CoT serves as a valuable tool in scenarios where obtaining sufficient examples for CoT prompting proves challenging. Researchers have experimented with different Zero-shot-CoT prompts, but the phrase "Let's think step by step" has emerged as the most effective for the chosen tasks.

Connecting the Dots:

While seemingly unrelated, the issues of inflation in Argentina and the advancements in AI communication share a common theme: uncertainty. Inflation brings about economic uncertainties, affecting the stability of countries and their citizens. Similarly, AI communication techniques aim to address uncertainties in understanding and extracting relevant information from language models. By acknowledging this connection, we can identify potential areas where innovative solutions can be applied to combat economic uncertainties.

Actionable Advice:

  • 1. Diversify Investments: In times of inflation and economic uncertainty, it is crucial to diversify investment portfolios. Allocating resources across different asset classes can help mitigate risks and provide a buffer against the negative impacts of inflation.
  • 2. Embrace AI-Assisted Decision Making: The advancements in AI prompting techniques, such as Zero-shot-CoT, can aid decision-making processes in various industries. Exploring the potential applications of AI in your field can provide valuable insights and improve efficiency.
  • 3. Stay Informed and Adaptive: To navigate through economic uncertainties and technological advancements, it is essential to stay informed and adapt to changing circumstances. Keeping up with the latest developments in economics and AI can empower individuals and businesses to make informed decisions and harness opportunities.


The challenges posed by inflation in Argentina and the advancements in AI communication techniques shed light on the complexities of our world. By recognizing the common threads that connect these seemingly unrelated topics, we can gain a deeper understanding of economic uncertainties and innovative solutions. While inflation continues to be a concern for Argentina, the progress in AI communication offers promising avenues for addressing uncertainties in various domains. By diversifying investments, embracing AI-assisted decision making, and staying informed and adaptive, individuals and businesses can navigate these challenges and capitalize on opportunities for growth and stability in an ever-evolving world.

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