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…
Как получать эффект от ИИ, когда нет железа
Вы уверены, что для внедрения корпоративного ИИ в закрытом контуре нужны суперкомпьютеры? Мы решили это проверить и добиться вменяемого качества от кр…
Возвращение легенды: почему Fortran снова в топе и где его использовать сегодня
Я взглянул на апрельский рейтинг TIOBE за 2026 год и протёр глаза. Python, C, C++, Java, C# — скучно. Но вот на 10-й строчке восседает Delphi. А Fortr…
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…
Как я почти пошла за RTX 5090 из-за Resident Evil — и почему не пошла
Resident Evil чуть не заставил меня обновить RTX 4090 до 5090. Но вместо покупки получился разбор: почему даже топовое железо не тянет Path Tracing в …
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…