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Don't Scale Your LLM Routing on Request Volume — Scale It on Task Success Rate

Don't Scale Your LLM Routing on Request Volume — Scale It on Task Success Rate

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6 min read
Where does a 70B model actually fit? Dual RTX 3090 vs DGX Spark 64GB vs 128GB

Where does a 70B model actually fit? Dual RTX 3090 vs DGX Spark 64GB vs 128GB

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2 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
Their 42x decode speedup never compiled on my GPU

Their 42x decode speedup never compiled on my GPU

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5 min read
Troubleshooting NVIDIA Error XID 62

Troubleshooting NVIDIA Error XID 62

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3 min read
How much VRAM do you actually need for local LLMs in 2026? (Qwen3.8 27B, 24GB vs 32GB cards)

How much VRAM do you actually need for local LLMs in 2026? (Qwen3.8 27B, 24GB vs 32GB cards)

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2 min read
Half Your Prefill Compute Can Go to 1% of Requests

Half Your Prefill Compute Can Go to 1% of Requests

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6 min read
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