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Prefix Caching vs Recomputed Prompts: The Hit-Rate Break-Even

Prefix Caching vs Recomputed Prompts: The Hit-Rate Break-Even

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6 min read
The Ridge Dies at 228 Tokens on a 4090, and KV Precision Cannot Save It

The Ridge Dies at 228 Tokens on a 4090, and KV Precision Cannot Save It

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6 min read
Mixture-of-Depths vs Uniform Compute: The Routing Tax on Every Token

Mixture-of-Depths vs Uniform Compute: The Routing Tax on Every Token

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5 min read
12.8x faster for coding agents. At full precision.

12.8x faster for coding agents. At full precision.

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2 min read
Hugging Face’s 70k-Word MoE Handbook After 800k GPU Hours — Why Sparsity Still Wins for Local Real-Time Tools

Hugging Face’s 70k-Word MoE Handbook After 800k GPU Hours — Why Sparsity Still Wins for Local Real-Time Tools

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4 min read
A 32B Model on an H100 Never Reaches Its KV Cache Crossover

A 32B Model on an H100 Never Reaches Its KV Cache Crossover

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6 min read
Why Pay for the Smartest Model Every Time?

Why Pay for the Smartest Model Every Time?

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6 min read
Up to 95% more output from one GPU on Qwen3.6

Up to 95% more output from one GPU on Qwen3.6

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2 min read
Nearly 5x the output from the same eight B200s

Nearly 5x the output from the same eight B200s

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2 min read
Qwen3.8-27B: faster than vLLM and SGLang on one GPU

Qwen3.8-27B: faster than vLLM and SGLang on one GPU

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2 min read
Build an Everyday AI Assistant with DigitalOcean Inference

Build an Everyday AI Assistant with DigitalOcean Inference

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10 min read
Should You Rent AI or Run Your Own?

Should You Rent AI or Run Your Own?

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6 min read
Can a language model run in Linux eBPF?

Can a language model run in Linux eBPF?

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6 min read
Scaling local AI: from one server to a cluster

Scaling local AI: from one server to a cluster

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5 min read
Why Trillion-Parameter Models Need a New Serving Architecture

Why Trillion-Parameter Models Need a New Serving Architecture

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7 min read
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