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nn.LayerNorm Explained: Pre-Norm Transformers, LoRA, and vLLM Inference

nn.LayerNorm is cheap enough that a single call never appears on a profile. The problem is volume. Every token, every layer, every forward pass repeats the same arithmetic. When you measure energy across training or inference, that repetition turns a tiny computation into a recurring cost. Research…
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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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How to Security-Test DeepSeek V3 and R1 with Promptfoo

Security testing stopped being optional the moment you wired an open-source model into a product real users touch. One successful jailbreak can leak your proprietary prompts, expose customer data, or drop you into a compliance mess you never budgeted for. DeepSeek V3 and R1 are appealing for good…
Thumbnail Image of Tutorial How to Security-Test DeepSeek V3 and R1 with Promptfoo
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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How To Vibe Code A Figma Design Into A Mobile App

Hello and welcome on Part 3 of our tutorial on how to build sophisticated full stack applications with Bolt, UX Pilot, Supabase, and ChatGPT. In Part 1 of our tutorial, we set the stage and created a plan for our app, including our Phase 1 (aka detailed MVP) features, a UI Development Plan, and a…
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Image of Author GC Tsalamagkakis
GC Tsalamagkakis
Published computer scientist. Ex-CERN. Ex-Olympic Games. Approached by Microsoft. Turned them down to keep building my own SaaS products
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How To Create A Beautiful Design System With UX Pilot & Figma In Minutes

Hello and welcome to Part 2 of our tutorial about how to build actually professional fullstack applications with AI. In Part 1 of our tutorial, we set the stage and created a plan for our app, including our Phase 1 (aka detailed MVP) features, a UI Development Plan, and a Design System we can use…
Thumbnail Image of Tutorial How To Create A Beautiful Design System With UX Pilot & Figma In Minutes
Image of Author GC Tsalamagkakis
GC Tsalamagkakis
Published computer scientist. Ex-CERN. Ex-Olympic Games. Approached by Microsoft. Turned them down to keep building my own SaaS products
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How To Build A Project Requirements Document With ChatGPT - Building A Virtual Priest Chatbot

When was the last time you went to church? And how often do you go? If you’re anything like the vast majority of people, the answer is probably “not very often, if at all”
Thumbnail Image of Tutorial How To Build A Project Requirements Document With ChatGPT - Building A Virtual Priest Chatbot
Image of Author GC Tsalamagkakis
GC Tsalamagkakis
Published computer scientist. Ex-CERN. Ex-Olympic Games. Approached by Microsoft. Turned them down to keep building my own SaaS products
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