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by MrCharlie

GOING HAM! - The DANGER of a 15 - 20% Margin of Error in AI Responses.


HALLUCINOGENIC AMPLIFIED MISINFORMATION (HAM). Why going HAM is not a good look.

As artificial intelligence (AI) becomes increasingly integrated into everyday life, (HM) hallucinogenic misinformation wherein AI hallucinates, provides responses and those incorrect or fabricated responses are then disseminated over Social Media (AM) Amplified Misinformation, poses significant challenges as a combined force for negative change (HALLUCINOGENIC AMPLIFIED MISINFORMATION), especially in educational contexts. AI systems like ChatGPT, with an self estimated 15% margin of error in responses, raise concerns about the reliability of information provided to users. This post explores the dangers associated with this margin of error, particularly in relation to the pursuit of knowledge among individuals who may lack critical thinking skills or the resources to verify information independently. Obviously as this is an anti social media post we will also look at the ramifications when social media is added to the discussion.

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The Nature of Misinformation

Misinformation refers to false or misleading information spread regardless of intent. In the context of AI, misinformation can arise from several factors, including outdated training data, misinterpretation of user queries, and the inherent limitations of language models. With a 15% margin of error, a significant number of responses may not only be inaccurate but could also lead users to form incorrect understandings or beliefs. This is particularly troubling when users turn to AI as a primary source of information.

The Amplification of Misinformation

Social media serves as a powerful vehicle for information sharing, but it also provides a medium for the storage and proliferation of (AM) Amplified Misinformation. When users encounter AI-generated content, they may unwittingly accept it as truth, especially if it aligns with their existing beliefs. The speed at which information travels on platforms like Twitter, Meta/Facebook, and Instagram can turn a misleading AI response into a viral misconception in a matter of minutes. This rapid spread of false information is producing far-reaching effects, shaping public opinion and behavior based on inaccuracies.

The Consequences of Misinformation

The repercussions of misinformation can be profound. In fields such as health, science, and politics, inaccurate information can lead to misguided decisions. For example, if someone were to rely on an AI-generated response regarding medical advice, they could make harmful choices based on flawed information. In the realm of science, misconceptions about established theories can hinder public understanding and acceptance of critical issues such as climate change or vaccination.

The Dangers of Misinformation from AI in the Age of Social Media

Artificial intelligence (AI) has become the prevalent source of information for the ignorant masses, particularly on social media platforms and has essentially supplanted Google for certain demographics (youth, the elderly, the uneducated) and the potential for spreading misinformation poses significant risks as a direct result. With an self estimated 15% margin of error ChatGPT-generated responses (as reported by ChatGPT itself as of October 27th 2024), the implications are particularly alarming in a landscape already rife with false information. The combination of AI misinformation and social media’s rapid dissemination can lead to dire consequences for public understanding and decision-making. The real level of danger is even higher on less capable systems like LLM's which are installed on personal devices.

The Role of Artificial Intelligence in Learning

Many people use AI to supplement their learning. With its ability to provide quick answers and explanations, AI can seem like an appealing resource for those seeking to enhance their knowledge. However, this convenience can be misleading. Users may assume that the information provided is accurate and well-founded, which can foster a false sense of confidence in their understanding of complex subjects.

The Impact on Critical Thinking

A critical aspect of education is the development of critical thinking skills, which involve analyzing, evaluating, and synthesizing information. Relying heavily on AI-generated content can inhibit this process. If individuals accept AI responses without question, they may fail to engage with the material critically, missing opportunities to deepen their understanding. The risk is compounded by the fact that many users may not possess the background knowledge necessary to discern inaccuracies. As a result, the 15% error rate may lead to the propagation of false beliefs or misconceptions, undermining the very purpose of education.

The Accessibility of Information

One of the arguments in favor of Artificial Intelligence systems is their ability to democratize access to information. However, this accessibility can have a double-edged sword effect. While AI can provide information to those who may not have traditional educational resources, it can also lead to the spread of misinformation among vulnerable populations (children, old people and those who have been historically restricted from education). People who rely on AI for knowledge without the ability to critically assess the information may find themselves misled, further entrenching ignorance.

The Responsibility of Developers

Given the potential dangers associated with a 15% margin of error, it is crucial for AI developers to take responsibility for the accuracy of their systems. This involves not only refining algorithms to minimize inaccuracies but also implementing mechanisms to flag or correct potentially misleading information. Transparency about the limitations of AI is essential; users should be made aware of the possibility of errors and encouraged to verify information independently.

Encouraging Critical Engagement

To mitigate the risks associated with AI misinformation, users should be encouraged to approach AI-generated content critically. Educational initiatives that promote digital literacy and critical thinking skills are essential. Users must learn to evaluate sources, seek corroborating evidence, and question the information presented to them. By fostering a culture of critical engagement, individuals can better navigate the complexities of information in the digital age.

The Role of Social Media Algorithms

Social media algorithms prioritize engagement, often promoting content that generates strong reactions, whether positive or negative. This means that sensational or controversial information—much of which may be misleading—can gain more visibility than factual content. When AI-generated misinformation is shared widely, it can overshadow accurate information, making it challenging for users to discern what is true. This creates an environment where misinformation can thrive, further complicating the public's ability to make informed decisions.

Impacts on Public Health and Safety

One of the most critical areas affected by misinformation is public health. During crises such as the COVID-19 pandemic, inaccurate information about vaccines, treatments, and safety protocols spread rapidly through social media. If users rely on AI-generated content that is erroneous, they may make harmful decisions, such as avoiding vaccinations or disregarding health guidelines. The consequences can be severe, leading to increased disease transmission and public health challenges.

Erosion of Trust in Information Sources

As misinformation proliferates, it can erode trust in proven credible information sources like CNN and make proven fabricated propaganda sources like FOX NEWS seem just as real. When individuals are exposed to conflicting information from AI systems and social media, they may become skeptical of all sources, including reputable news organizations and even academic institutions like Harvard. This distrust can lead to a broader acceptance of conspiracy theories and false narratives like those espoused by Q-Anon followers, further complicating efforts to address pressing societal issues.

IMPORTANT - The Need for Digital Literacy

To combat the dangers posed by HALLUCINOGENIC AMPLIFIED MISINFORMATION on social media, promoting digital literacy is essential. Users must learn to critically evaluate information, recognize credible sources, and question the validity of what they encounter online. Educational initiatives should focus on teaching individuals how to verify facts and seek corroborating evidence, empowering them to navigate the complexities of the digital information landscape.

Conclusion

The 15% margin of error in AI responses poses a significant risk to the human race. Artificial Intelligence is particularly hazardous to those seeking knowledge without the tools to verify it. Misinformation leads to poor decision-making, hinders critical thinking, and contributes to the spread of ignorance. As AI continues to play a central role in education and information dissemination, it is imperative to prioritize accuracy, transparency, and user education. By addressing these challenges, we can harness the potential of AI while mitigating its risks, ensuring that users are empowered to seek knowledge responsibly and effectively.

The intersection of AI-generated misinformation and social media presents significant dangers that cannot be overlooked. With a 15% margin of error in AI responses, the potential for spreading false information is amplified in an environment where content travels rapidly and can reach billions. As misinformation influences public perception and decision-making, it is crucial for users to cultivate critical thinking skills and for platforms to prioritize the dissemination of accurate information. By fostering a more informed society, we can mitigate the risks associated with AI misinformation and create a healthier information ecosystem.

AI generated HALLUCINOGENIC MISINFORMATION, amplified accross social media