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  • React
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NEW

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…
Thumbnail Image of Tutorial nn.LayerNorm Explained: Pre-Norm Transformers, LoRA, and vLLM Inference
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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NEW

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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NEW

GLM-5.2 vs Fable 5: Coding Agents, Cost, and Long Context

Picking a coding-agent model for your cohort stopped being a taste decision the moment token spend showed up next to instructor salaries. If you run a bootcamp, the GLM 5.2 vs Fable call comes down to three things you'll have to defend: cost per student, how much context the model holds during long…
Thumbnail Image of Tutorial GLM-5.2 vs Fable 5: Coding Agents, Cost, and Long Context
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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NEW

Set clear scope for AI agents using Gemini context engineering

Scope stopped being optional the moment your agent could call tools, query databases, or keep memory across sessions. Scope is the set of information and operations your agent can access during a single task. Get it wrong and you watch your agent burn through tokens on irrelevant context, fire the…
Thumbnail Image of Tutorial Set clear scope for AI agents using Gemini context engineering
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:
00
Read Full Article
NEW

How to Test AI Agent Behavior Before Production: Three Strategies

Testing agent workflows stops being optional once you move past simple single-turn interactions. An agent can answer correctly in isolation and still lose a customer's order details mid-conversation, send the wrong arguments to a refund endpoint, or retrieve stale inventory data. These problems…
Thumbnail Image of Tutorial How to Test AI Agent Behavior Before Production: Three Strategies
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:
00
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