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Ming-3.0-tts on a 16 GB card: the GPU sat mostly idle, and why a bigger one barely helps

Ming-3.0-tts on a 16 GB card: the GPU sat mostly idle, and why a bigger one barely helps

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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
H100 vs H200: which GPU should you use for LLM training?

H100 vs H200: which GPU should you use for LLM training?

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8 min read
Pipeline vs Tensor Parallelism: The Bubble Is a Budget Line

Pipeline vs Tensor Parallelism: The Bubble Is a Budget Line

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5 min read
What is an MCP server, and how can it give agents GPUs?

What is an MCP server, and how can it give agents GPUs?

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7 min read
How does Modal pricing work for training and fine-tuning?

How does Modal pricing work for training and fine-tuning?

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8 min read
What's inside a GPU? Cores, streaming multiprocessors and the memory problem

What's inside a GPU? Cores, streaming multiprocessors and the memory problem

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3 min read
How Do You Tell Whether a Unity Stutter Is From GPU Shader Cost, Bandwidth, or Thread Blocking?

How Do You Tell Whether a Unity Stutter Is From GPU Shader Cost, Bandwidth, or Thread Blocking?

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6 min read
Can OpenAI Codex run GPU jobs, and how do you set it up?

Can OpenAI Codex run GPU jobs, and how do you set it up?

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7 min read
I Gave My Voice Agent a Face, and It Runs Entirely on My Own GPU

I Gave My Voice Agent a Face, and It Runs Entirely on My Own GPU

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3 min read
How many GPUs do you need to train an AI model?

How many GPUs do you need to train an AI model?

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8 min read
Serving Claude Code from DeepInfer on 4x B200: the cache, the tail and the memory ceiling

Serving Claude Code from DeepInfer on 4x B200: the cache, the tail and the memory ceiling

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4 min read
B300 vs B200: what does Blackwell Ultra add for training?

B300 vs B200: what does Blackwell Ultra add for training?

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8 min read
How do you train on AWS spot instances without losing work?

How do you train on AWS spot instances without losing work?

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9 min read
Boosting GPU Performance by Reordering Unstructured Mesh Cells

Boosting GPU Performance by Reordering Unstructured Mesh Cells

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6 min read
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