AI with awareness: Chatbots are the mirror of training data

AI systems such as chatbots are not currently sentient beings, but merely mirrors of the training data from which they were trained. This is emphasized in several studies and discussions that warn against the assignment of consciousness or emotions to AI systems. The technology is a tool based on the knowledge and data available to it during the training. Chatbots can generate human-like responses, but they have neither sensations nor their own thoughts. Instead, they reflect the language patterns, values, and preferences of the data they learned from. This leads to AI texts often using certain phrases and phrases more often, which makes companies and users aware of the language of AI. Although companies try to reduce such patterns, AI text production often remains consistent and concise, which continues to make AI attractive as a tool for communication and information.

The use of AI systems in professional life also brings ethical and organizational challenges. A study shows that the use of AI such as ChatGPT can affect the trust of managers among employees. This is because the use of AI is often pushed into the background, and the results of AI can be perceived as uncontrolled or unreliable. In addition, researchers warn of an increasing clandestine use of AI technology in professional life, which calls into question the transparency and responsibility in dealing with AI. It is therefore important to accompany the use of AI systems with clear rules and ethical guidelines in order to avoid misuse and misunderstanding.

AI security is another central topic that is currently being discussed. TÜV proposes a multi-level safety framework for AI to combine state responsibility with technical expertise. This concept aims to secure AI systems not only technically, but also ethically and legally. It is emphasized that AI systems must not act autonomously, but must always be used within the framework of legal and ethical framework conditions. The security of AI is thus a multidimensional issue that combines technical, legal and ethical aspects.

## What this means for users The AI agents in xynap help users to use AI systems responsibly and transparently. They provide a platform where AI technology can be used in accordance with ethical and legal standards.