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Internals Decoded

Aug 25

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

#ai #training #inference #compute

9 min read

Aug 23

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

#ai #gpu #inference #python

5 min read

Jessie Jia

Aug 20

Speculative Decoding and MTP: Why Guessing Is Free

#ai #technical #inference #mtp

6 min read

Aug 19

Build and Evaluate an AI Error Explainer with DigitalOcean Inference

#cloud #digitalocean #inference #aievaluation

12 min read

Saltorious

Aug 13

what a turn actually costs me

#engineering #inference #localmodels

2 min read

Peremptory

Aug 12

AMD's Move on Weight Storage: The Taalas Bet

#amd #compute #inference #aiinfrastructure

2 min read

Aug 24

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

#privateai #llm #inference #localllm

4 min read

Peremptory

Aug 11

AMD Bets Weight Storage Is the Real Bottleneck

#amd #hardware #aiinfrastructure #inference

2 min read

Aug 11

vLLM reinvented the operating system, and nobody told you

#systemdesign #llm #inference #operatingsystems

12 min read

Lewis Won

Aug 21

KV Cache by hand

#llm #machinelearning #performance #inference

11 min read

Jul 11

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

#ai #inference #optimization #mimo

2 min read

Aug 13

LLM Inference Optimization: From Quantization to Speculative Decoding

#llm #inference #quantization #optimization

2 min read

Reno Lu

Jul 20

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

#localllm #gpu #selfhosting #inference

3 min read

I Want To Learn Programming

Jul 4

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

#gpu #llm #inference #performance

4 min read

Induwara Ashinsana

Jul 1

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

#aihardware #inference #cost

4 min read

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