--- title: "Kunal Kumar Sahoo (@kunalkumarsahoo) | Hashnode" description: "Student | Developer | Researcher. Read the latest articles by Kunal Kumar Sahoo on Hashnode." url: "https://hashnode.com/@kunalkumarsahoo" --- @kunalkumarsahoo # Kunal Kumar Sahoo @kunalkumarsahoo · India · Joined October 2023 Student | Developer | Researcher ### [Do AI Models Really Create?](https://kunalkumarsahooai.hashnode.dev/do-ai-models-really-create?utm_source=hashnode&utm_medium=feed) Do AI models truly create original work or simply remix training data? This deep analysis combines math and experiments to reveal AI creativity. 11 min read · [kunalkumarsahooai.hashnode.dev](https://kunalkumarsahooai.hashnode.dev/do-ai-models-really-create?utm_source=hashnode&utm_medium=feed) [Mar 12](https://hashnode.com/posts/do-ai-models-really-create/69b317bd93256dfc5307c77c) ### [How Worlds Become Problems?](https://kunalkumarsahooai.hashnode.dev/states-in-ai?utm_source=hashnode&utm_medium=feed) Seeing the illusion is the beginning of intelligence. — Jiddu Krishnamurti Intelligence Begins Where Perception Ends An intelligent agent does not act on the world directly. It acts on a belief about the world. Sensors do not deliver reality. They d... 6 min read · [kunalkumarsahooai.hashnode.dev](https://kunalkumarsahooai.hashnode.dev/states-in-ai?utm_source=hashnode&utm_medium=feed) [Jan 9](https://hashnode.com/posts/states-in-ai/69608c62a9dea6c4b8924532) ### [What does it mean to be Intelligent?](https://kunalkumarsahooai.hashnode.dev/ai-101?utm_source=hashnode&utm_medium=feed) Definition Any serious study of Artificial Intelligence must begin with definitions. Not because definitions settle debates, but because they expose assumptions. Dictionaries offer a useful but incomplete starting point. The Oxford English Dictionary... 8 min read · [kunalkumarsahooai.hashnode.dev](https://kunalkumarsahooai.hashnode.dev/ai-101?utm_source=hashnode&utm_medium=feed) [Jan 6](https://hashnode.com/posts/ai-101/695d28da6fbc8205a5fdabda) ### [Reclaiming the Foundations](https://kunalkumarsahooai.hashnode.dev/reclaiming-the-foundations?utm_source=hashnode&utm_medium=feed) We are living in an unusual moment in the history of Artificial Intelligence (AI). Neural networks with billions of parameters write text, generate images, and reason in ways that would have appeared almost mystical a decade ago. Courses, tutorials, ... 5 min read · [kunalkumarsahooai.hashnode.dev](https://kunalkumarsahooai.hashnode.dev/reclaiming-the-foundations?utm_source=hashnode&utm_medium=feed) [Jan 6](https://hashnode.com/posts/reclaiming-the-foundations/695d1009c9dd2714715312bb) ### [Sculpting Simplicity from the Infinite](https://kunalkumarsahooai.hashnode.dev/sculpting-simplicity-from-the-infinite?utm_source=hashnode&utm_medium=feed) "The road is better than the inn." — Cervantes We are living through a crisis of explanation in Artificial Intelligence (AI). For decades, statistical learning theory offered us a comfortable, rigid view of the world. We had the bias-variance tradeo... 11 min read · [kunalkumarsahooai.hashnode.dev](https://kunalkumarsahooai.hashnode.dev/sculpting-simplicity-from-the-infinite?utm_source=hashnode&utm_medium=feed) [Dec 15, 2025](https://hashnode.com/posts/sculpting-simplicity-from-the-infinite/694007ff4ed2aa60b682843c)