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Why Fine‑Tuning Can Trigger Harmful LLM Behaviors

Fine-tuning large language models (LLLMs) is a critical step in adapting their capabilities to specific tasks or domains. However, this process carries significant risks, including the unintentional amplification of harmful behaviors. The balance between using fine-tuning for customization and…
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Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
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Why I Hide My ChatGPT Usage

Hiding ChatGPT usage isn’t just about secrecy-it’s about strategically managing how AI tools like newline fit into workflows while preserving trust, credibility, and competitive advantage. In industries where AI adoption is growing rapidly, the reputation and perception of human involvement still…
Thumbnail Image of Tutorial Why I Hide My ChatGPT Usage
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
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Why LLMs Aren’t Reliable for Weather Decision‑Making

Watch: GeoAI meets LLMs – Intelligent agents for enhanced decision-making by PoliRuralPlus Reliable weather decision-making is critical for minimizing economic losses, protecting lives, and optimizing operations across industries. Weather-related disasters cost the global economy over $300 billion…
Thumbnail Image of Tutorial Why LLMs Aren’t Reliable for Weather Decision‑Making
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
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Why Schemas Matter for AI Workloads

Schemas are the backbone of reliable AI systems. Without structured, traceable data frameworks, AI models risk producing biased outcomes, failing compliance audits, or breaking during scaling. According to Liquibase Secure’s research, 72% of AI projects face delays due to unmanaged schema changes,…
Thumbnail Image of Tutorial Why Schemas Matter for AI Workloads
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
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Why RAG frameworks are fading and what follows

RAG frameworks transform how developers built AI systems by combining retrieval and generation capabilities, offering precise, context-aware responses. Their rise stemmed from the need to enhance LLM accuracy while reducing hallucinations. For example, frameworks like LlamaIndex enabled seamless…
Thumbnail Image of Tutorial Why RAG frameworks are fading and what follows
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
•Last Updated:
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