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Your CUDA Code Didn't Change. Your Risk Register Just Did: What Nvidia's CEO Exit Means for Builders

Your CUDA Code Didn't Change. Your Risk Register Just Did: What Nvidia's CEO Exit Means for Builders

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4 min read
Jensen is out. CUDA isn't. A Developer's Guide to Everything Nvidia Built

Jensen is out. CUDA isn't. A Developer's Guide to Everything Nvidia Built

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25 min read
The 8GB VRAM Breakthrough: How PagedAttention and Dynamic KV-Cache Quantization Unlock 64k Context on Consumer GPUs

The 8GB VRAM Breakthrough: How PagedAttention and Dynamic KV-Cache Quantization Unlock 64k Context on Consumer GPUs

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11 min read
One Spark, four streams: TensorFold’s native CUDA experiment

One Spark, four streams: TensorFold’s native CUDA experiment

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3 min read
Quantize or Offload? A 16GB GPU Local LLM Strategy

Quantize or Offload? A 16GB GPU Local LLM Strategy

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4 min read
I built a free Windows (UEFI) & Linux GUI to unlock RTX 40/30/20 Tensor Cores (2.01x FP16/BF16/FP8 on my RTX 4070 Ti)

I built a free Windows (UEFI) & Linux GUI to unlock RTX 40/30/20 Tensor Cores (2.01x FP16/BF16/FP8 on my RTX 4070 Ti)

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3 min read
Same A40, same Spark file: inside cortiq’s new CUDA path

Same A40, same Spark file: inside cortiq’s new CUDA path

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4 min read
Splitting Network Paths with Two NICs to Get CUDA Working on RTX 5060 under WSL2 on Windows 11

Splitting Network Paths with Two NICs to Get CUDA Working on RTX 5060 under WSL2 on Windows 11

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4 min read
I had an AI agent port Karpathy's GPT-2 trainer from CUDA to SYCL, and made it prove every step

I had an AI agent port Karpathy's GPT-2 trainer from CUDA to SYCL, and made it prove every step

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4 min read
How Does Rust Code Run on a GPU? Tracing cuda-oxide and PTX

How Does Rust Code Run on a GPU? Tracing cuda-oxide and PTX

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10 min read
Project EREN: My Journey to Building a CUDA-Powered LLM Inference Engine

Project EREN: My Journey to Building a CUDA-Powered LLM Inference Engine

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4 min read
TorchTPU vs CUDA: Can Native PyTorch Make Google TPUs Easier to Use?

TorchTPU vs CUDA: Can Native PyTorch Make Google TPUs Easier to Use?

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8 min read
Qwen3.8-Flash-Next (125B) on an RTX 3060 12 GB with 30 GB RAM: 50-70 tok/s

Qwen3.8-Flash-Next (125B) on an RTX 3060 12 GB with 30 GB RAM: 50-70 tok/s

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3 min read
Amazon: New TorchNeuron tool challenges Nvidia's dominance

Amazon: New TorchNeuron tool challenges Nvidia's dominance

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2 min read
Running NVIDIA's new 120B Nemotron-3.5-Super on an 8 GB GPU — skipping the zeros, and finding the real bottleneck

Running NVIDIA's new 120B Nemotron-3.5-Super on an 8 GB GPU — skipping the zeros, and finding the real bottleneck

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7 min read
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