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Speculative Decoding and MTP: Why Guessing Is Free

Speculative Decoding and MTP: Why Guessing Is Free

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6 min read
KV Cache by hand

KV Cache by hand

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11 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
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
You're Not Paying for Compute. You're Paying for Memory Bandwidth

You're Not Paying for Compute. You're Paying for Memory Bandwidth

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4 min read
Inference Optimization for MiMo v2.5: Mastering Hybrid SWA Efficiency

Inference Optimization for MiMo v2.5: Mastering Hybrid SWA Efficiency

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2 min read
LLM Inference Optimization: From Quantization to Speculative Decoding

LLM Inference Optimization: From Quantization to Speculative Decoding

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2 min read
local-llm: A Field Report on Running SOTA Models on Your Own Hardware

local-llm: A Field Report on Running SOTA Models on Your Own Hardware

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3 min read
The KV cache, why LLM inference is memory-bound, not compute-bound

The KV cache, why LLM inference is memory-bound, not compute-bound

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4 min read
Etched hits $5B and $1B in orders: why inference chips matter

Etched hits $5B and $1B in orders: why inference chips matter

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4 min read
Two labs race to make AI write whole paragraphs at once instead of word by word

Two labs race to make AI write whole paragraphs at once instead of word by word

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3 min read
96% of cuBLAS, no `unsafe`: what cuTile Rust proves

96% of cuBLAS, no `unsafe`: what cuTile Rust proves

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8 min read
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