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Name the Blackwell serving cell you are actually in

Name the Blackwell serving cell you are actually in

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5 min read
Inside vLLM: Following One Request from the API to GPU Execution

Inside vLLM: Following One Request from the API to GPU Execution

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24 min read
Inverse Problems: Why Predicting Backward Is Harder Than It Looks

Inverse Problems: Why Predicting Backward Is Harder Than It Looks

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6 min read
DGX Spark (GB10) memory sizing for LLM serving: the numbers

DGX Spark (GB10) memory sizing for LLM serving: the numbers

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7 min read
On-Device AI in Kotlin

On-Device AI in Kotlin

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7 min read
Training vs Inference: Why Building Costs Millions and Asking Costs Cents

Training vs Inference: Why Building Costs Millions and Asking Costs Cents

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9 min read
I Got 28 TPS Out of Free Kaggle GPUs. Here's What It Took.

I Got 28 TPS Out of Free Kaggle GPUs. Here's What It Took.

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5 min read
Speculative Decoding and MTP: Why Guessing Is Free

Speculative Decoding and MTP: Why Guessing Is Free

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6 min read
Build and Evaluate an AI Error Explainer with DigitalOcean Inference

Build and Evaluate an AI Error Explainer with DigitalOcean Inference

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12 min read
what a turn actually costs me

what a turn actually costs me

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2 min read
AMD's Move on Weight Storage: The Taalas Bet

AMD's Move on Weight Storage: The Taalas Bet

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2 min read
A 4B model on a 6GB laptop beat Claude Opus on our 440K-token corpus. The fix was giving the model less to do.

A 4B model on a 6GB laptop beat Claude Opus on our 440K-token corpus. The fix was giving the model less to do.

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4 min read
AMD Bets Weight Storage Is the Real Bottleneck

AMD Bets Weight Storage Is the Real Bottleneck

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2 min read
vLLM reinvented the operating system, and nobody told you

vLLM reinvented the operating system, and nobody told you

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12 min read
Batched inference by hand

Batched inference by hand

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20 min read
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