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I Ran a 24-Hour AI Experiment on H100 GPUs. The Real Cost Will SHOCK You.

I Ran a 24-Hour AI Experiment on H100 GPUs. The Real Cost Will SHOCK You.

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4 min read
Profiling GPU (CUDA) — What Is Actually Limiting Your Kernel?

Profiling GPU (CUDA) — What Is Actually Limiting Your Kernel?

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4 min read
GPU Economics: What Inference Actually Costs in 2026

GPU Economics: What Inference Actually Costs in 2026

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6 min read
Porting Vello's GPU Tile Rasterizer to Pure Go

Porting Vello's GPU Tile Rasterizer to Pure Go

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12 min read
GPU Scheduling Deep Dive: How Cloud Providers Allocate GPUs for Multi-Tenant AI Workloads

GPU Scheduling Deep Dive: How Cloud Providers Allocate GPUs for Multi-Tenant AI Workloads

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9 min read
The Ghost in the Batch: How vLLM Silently Switches Algorithms

The Ghost in the Batch: How vLLM Silently Switches Algorithms

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5 min read
A Taxonomy of GPU Bugs: 19 Defect Classes for CUDA Verification

A Taxonomy of GPU Bugs: 19 Defect Classes for CUDA Verification

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42 min read
The GPU Delusion: Why AI Is Getting Lazy

The GPU Delusion: Why AI Is Getting Lazy

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6 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
Beyond nvidia-smi part — 1

Beyond nvidia-smi part — 1

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3 min read
Profiling GPU (CUDA) — Introducing GPU Flight

Profiling GPU (CUDA) — Introducing GPU Flight

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3 min read
Optimizing GPU Workload Placement in Kubernetes with NVLink-Aware Scheduling

Optimizing GPU Workload Placement in Kubernetes with NVLink-Aware Scheduling

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4 min read
LLMs Can Now Write GPU Kernels That Beat torch.compile

LLMs Can Now Write GPU Kernels That Beat torch.compile

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7 min read
The Notebook Illusion: Why ML Feels Simple Until It Isn’t

The Notebook Illusion: Why ML Feels Simple Until It Isn’t

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3 min read
AI Engineering: Why the Environment Is the Most Ignored Long-Term Asset

AI Engineering: Why the Environment Is the Most Ignored Long-Term Asset

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5 min read
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