CPU vs GPU for AI: most AI applications don't need GPUs 🧠

<p>57% of organizations estimate their data isn't AI-ready. General-purpose LLMs handle broad tasks well but hallucinate on specialized queries, miss domain jargon, and can't

<p><em>This is a submission for the <a href="https://dev.to/challenges/google-gemma-2026-05-06">Gemma 4 Challenge: Write About Gemma 4</a></em></p> <h3> Why I Wrote This </h3>

<p>If you've worked with machine learning on Google Cloud, you've hit the choice: GPU instance or TPU? Most teams default to GPU because that's what they already know. But as