Things Get Strange When AI Starts Training Itself and its How it Should be Regulated
Keywords:
self-training ai, recursive self-improvement, data utilization, pretext tasks, fine-tuning, model autophagy disorder (MAD), ethical ai, ai regulation and data governanceAbstract
The article explores the evolving role of artificial intelligence (AI) as it transitions into self-training systems capable of recursive self-improvement. It begins by showcasing how AI enhances industries like healthcare, finance, and entertainment, demonstrating its integration into modern life. The narrative then shifts to self-training AI, explaining its ability to learn autonomously, optimize performance, and adapt without direct human input. Key concepts like data utilization, pretext tasks, feature learning, and fine-tuning are discussed, illustrating how these mechanisms empower AI to handle complex tasks with minimal manual intervention.
References
https://commission.europa.eu/news/ai-act-enters-force-2024-08-01_en?utm_source=chatgpt.com
Eshonkulov J. (2025). The Role of Smart Contracts in Civil Law and Issues of Legal Regulation. Uzbek Journal of Law and Digital Policy, 3(1), 104–111. https://doi.org/10.59022/ujldp.294
Eshonkulov, J. (2024). Legal foundations for the application of artificial intelligence Technologies in the Sports Industry. American Journal of Education and Evaluation Studies, 1(7), 240-247. https://semantjournals.org/index.php/AJEES/article/view/320/287
When AI Is Trained on AI-Generated Data, Strange Things Start to Happen, https://futurism.com/ai-trained-ai-generated-data-interview
Pragya Soni - Self Supervised Learning - Types, Examples and Applications, https://www.analyticssteps.com/blogs/self-supervised-learning-types-examples-and-applications?utm_source=chatgpt.com
Self-Supervised Learning Harnesses the Power of Unlabeled Data, https://shelf.io/blog/self-supervised-learning-harnesses-the-power-of-unlabeled-data/?utm_source=chatgpt.com
Things Get Strange When AI Starts Training Itself What happens if AI becomes even less intelligible? By Matteo Wong, https://www.theatlantic.com/technology/archive/2024/02/artificial-intelligence-self-learning/677484/
Euronews Tesla's Cybercab autonomous vehicle revealed: Is this the 'ChatGPT moment for robotaxis'?, https://www.euronews.com/next/2024/10/11/teslas-cybercab-autonomous-vehicle-revealed-is-this-the-chatgpt-moment-for-robotaxis
What is artificial intelligence in medicine? https://www.ibm.com/topics/artificial-intelligence-medicine
Archit Sharma, Ahmed M. Ahmed, Rehaan Ahmad, “Chelsea Finn Self-Improving Robots: End-to-End Autonomous Visuomotor Reinforcement Learning” https://arxiv.org/abs/2303.01488?utm_source=chatgpt.com
