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Surviving 12GB VRAM : Autonomous Memory Management for Local QLoRA Fine Tuning

Surviving 12GB VRAM : Autonomous Memory Management for Local QLoRA Fine Tuning

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3 min read
Mastering Stress: Real-time HRV Anomaly Detection with Time-Series Transformers and HealthKit 🚀

Mastering Stress: Real-time HRV Anomaly Detection with Time-Series Transformers and HealthKit 🚀

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4 min read
Your GPU Is 97% Utilized But Your Training Is 3x Slower Than Expected

Your GPU Is 97% Utilized But Your Training Is 3x Slower Than Expected

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5 min read
CVE-2025-32434: PyTorch's "safe" model loading flag isn't safe

CVE-2025-32434: PyTorch's "safe" model loading flag isn't safe

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3 min read
GPU Problem #1: Why Your PyTorch Training Runs Out of GPU Memory (and How to Actually Debug It)

GPU Problem #1: Why Your PyTorch Training Runs Out of GPU Memory (and How to Actually Debug It)

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4 min read
I built a pre-flight check tool for PyTorch, because silent failures are the worst kind

I built a pre-flight check tool for PyTorch, because silent failures are the worst kind

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3 min read
Catching Deepfakes in Real-Time: A Spatial-Temporal Approach with EfficientNet-B0 and Bi-LSTM

Catching Deepfakes in Real-Time: A Spatial-Temporal Approach with EfficientNet-B0 and Bi-LSTM

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3 min read
Standard Transformer Attention vs. Attention-Residuals: A Practical Comparison

Standard Transformer Attention vs. Attention-Residuals: A Practical Comparison

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5 min read
TorchAO vs ONNX Runtime: 8-bit Quantization Benchmark

TorchAO vs ONNX Runtime: 8-bit Quantization Benchmark

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1 min read
Don't Crash Your Body: Build a Real-Time Burnout Forecaster with PyTorch and InfluxDB ⌚️🔥

Don't Crash Your Body: Build a Real-Time Burnout Forecaster with PyTorch and InfluxDB ⌚️🔥

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4 min read
Compiling the Vision Encoder: Squeezing 3% More Throughput from Qwen3-VL on Hopper GPUs

Compiling the Vision Encoder: Squeezing 3% More Throughput from Qwen3-VL on Hopper GPUs

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11 min read
This dev built his own LLM from scratch

This dev built his own LLM from scratch

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9 min read
Stop Leaking Your Vitals: Training Private AI Models with PyTorch and Opacus

Stop Leaking Your Vitals: Training Private AI Models with PyTorch and Opacus

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4 min read
Stop Coding Before You Crash: Predicting "Geek Burnout" with Real-time HRV and PyTorch 🧠💤

Stop Coding Before You Crash: Predicting "Geek Burnout" with Real-time HRV and PyTorch 🧠💤

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3 min read
How to Run MLPerf Llama 2 70B Training on AMD MI325X Without SLURM

How to Run MLPerf Llama 2 70B Training on AMD MI325X Without SLURM

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4 min read
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