ML acceleration guide: TPUs vs GPUs
There’s a lot of hype around GPUs and NVIDIA, but how much do you know about TPUs? Article includes code examples you can find near the end Rise of GP…
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Stop Guessing Your Next GPU: I Built a GPU Upgrade Value Calculator
I published a new tool on the site: the GPU Upgrade Value Calculator . This one started as a follow-up to my RX 6700 XT vs RTX 4070 Ti comparison . Re…
Production GPU Training is 34% Slower. Show Me Why
A single slow GPU – a straggler – in a 1,000-node training cluster idles 999 healthy GPUs at every AllReduce barrier. The job does not crash. There is…
AI GPU Cost Audit for Indian AI Startups: H100, Inferentia2 & Spot Economics (2026)
Originally published at aicloudstrategist.com/blog/ai-gpu-cost-audit-india.html . This is a cross-post for the dev.to community. AI GPU Cost Audit for…
How are people comparing GPU prices across providers?
I’ve been trying to figure out how to actually compare GPU pricing across different providers and it’s way more inconsistent than I expected. The same…
Local LLM on NVIDIA GPU vs Cloud API: A Real Cost Analysis
Local LLM on NVIDIA GPU vs Cloud API: A Real Cost Analysis "The cheapest API call is the one you never make." Every AI startup faces this question: sh…
A Complete Guide to Real-Time GPU Usage Monitoring
The fastest way to monitor GPU utilization in real time on Linux is to run nvidia-smi --loop=1 , which refreshes GPU stats every second including core…
One Query, Four GPUs: Tracing a Distributed Training Stall Across Nodes
TL;DR A single straggling node held up a 4-node distributed training job. We found it by fanning out one SQL query to all four nodes and getting the a…
TGI - Text Generation Inference - Install, Config, Troubleshoot
Text Generation Inference (TGI) has a very specific energy. It is not the newest kid in the inference street, but it is the one that already learned h…