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NEW

FlashAttention-4 on H100: Benchmark Faster LLM Inference Properly

Run FA4 on an H100, watch it lose to older kernels, and it is tempting to file a bug. Do not. The kernel is not broken. You picked the wrong tool for that GPU, and that mistake ripples into every benchmark you write. Run Blackwell-specific instructions on Hopper silicon, and the co-design breaks…
Thumbnail Image of Tutorial FlashAttention-4 on H100: Benchmark Faster LLM Inference Properly
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

Clawdbot Daily Life Workflows: Turn Gmail Messages into Notion Tasks

Before you build anything, three accounts need to be talking to each other: Gmail, Notion, and Clawdbot. Most of it is basic config, with a couple of optional advanced paths if you want tighter control. Here's the tension you're setting up against. The daily experience runs smoothly once it's…
Thumbnail Image of Tutorial Clawdbot Daily Life Workflows: Turn Gmail Messages into Notion Tasks
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

Hugging Face TRL and PEFT: Choosing LoRA or QLoRA on One GPU

Watch: Fine-tuning LLMs with PEFT and LoRA by Sam Witteveen What actually separates LoRA from QLoRA? The split between LoRA and QLoRA is memory versus simplicity. Both freeze the base model and train tiny adapter matrices. QLoRA adds one thing on top: 4-bit quantization. That single change cuts…
Thumbnail Image of Tutorial Hugging Face TRL and PEFT: Choosing LoRA or QLoRA on One GPU
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

    AWQ vs GPT: Which Inference Faster?

    Watch: Which Quantization Method is Right for You? (GPTQ vs. GGUF vs. AWQ) by Maarten Grootendorst AWQ’s activation-aware approach reduces memory usage without sacrificing speed, making it ideal for on-device deployment. GPT quantization methods, while effective, often require GPU acceleration and…
    Thumbnail Image of Tutorial AWQ vs GPT: Which Inference Faster?
    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

    OpenAI Startup Credits in 2025: 7 Ways AI Founders Stretch GPT-4o Budget Before Fine-Tuning

    Burning through OpenAI startup credits on a prototype is stressful enough. A breach speeds up the damage and can revoke your key. Shipping a demo with no auth layer can cost weeks of runway before you notice. These checks take an afternoon and prevent the worst outcomes. Every GPT-4o endpoint you…
    Thumbnail Image of Tutorial OpenAI Startup Credits in 2025: 7 Ways AI Founders Stretch GPT-4o Budget Before Fine-Tuning
    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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    Read Full Article

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