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Elise Moreau6d ago • 4 min read
The seam our tiled upscaler left on every 4K product render
TL;DR: We tile high-res images through our upscaler because a full 4096×4096 pass blows past 24GB of...
#mlops#computervision#pytorch#machinelearning
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Marcus Chen6d ago • 4 min read
Perplexity held flat after INT4. Task accuracy dropped 7 points.
TL;DR: We quantized a fine-tuned 14B agent model to INT4 with GPTQ. Perplexity moved 0.04. We almost...
#machinelearning#llm#mlops#pytorch
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Elise Moreau1d ago • 4 min read
Channels-last memory format cut our conv backbone latency 22%
TL;DR: Switching our convolutional segmentation backbone to PyTorch's channels-last memory format cu...
#pytorch#computervision#machinelearning#mlops
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Elise Moreau2d ago • 4 min read
The SDXL VAE overflow that decoded black images in fp16
TL;DR: The SDXL VAE decoder pushes activations past 65504, the max value fp16 can hold, so the last....
#pytorch#computervision#machinelearning#mlops
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Marcus ChenJun 18, 2026 • 4 min read
Speculative decoding shifted our output distribution and evals missed it
TL;DR: We turned on speculative decoding in vLLM to cut latency on a fine-tuned 8B. Got a 1.9x...
#machinelearning#llm#mlops#pytorch
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Kelvin KariukiJun 17, 2026 • 4 min read
Developer Take On: A High-Resolution Neural Cellular Automata
Developer Take On: A High-Resolution Neural Cellular Automata Art has always been a fusion...
#ai#machinelearning#pytorch#neuralnetworks
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Review Laptop2d ago • 3 min read
Data Science Workload: Giới hạn RAM trên Dell Pro Max 14 MC14250
Trong lĩnh vực Data Science, việc quản lý tài nguyên hệ thống là một bài toán cân não. Khi bạn chạy....
#dellpromax14#datascience#pytorch#jupyter
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Levente Slajcho3d ago • 5 min read
CVCA - Computer Vision Code-Along series - S1E0 (Intro)
Motivation Let me start with a very short story. I did my first project involving...
#computervision#machinelearning#tensorflow#pytorch
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Jovan Chan1d ago • 5 min read
ComfyUI 'Torch not compiled with CUDA enabled'? Every Fix That Works on Windows, Linux, and Mac (2026)
ComfyUI 'Torch not compiled with CUDA enabled'? Every Fix That Works on Windows, Linux, and Mac (202...
#comfyui#cuda#pytorch#gpu
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