Dev.to
5/11/2026

I Tested Every Gemma 4 Model on a GTX 1650. Here's What Actually Happened.
Short summary
Gemma 4 E4B runs effectively on consumer GPUs like the GTX 1650, enabling capable AI on developer machines with no cloud dependency. Benchmarks show massive improvements over Gemma 3: AIME math scores jumped from 20.8% to 89.2%, LiveCodeBench from 29.1% to 80%, and competitive programming Elo ratings from beginner to Expert rank. E4B is the recommended model for local development; larger variants offer better performance for workstations and servers.
- •Gemma 4 E4B viable on consumer GPU (GTX 1650 with 4GB VRAM)
- •87-point Elo jump over previous generation; AIME 2026 math: 89.2% vs 20.8% prior
- •E4B recommended for local development; 26B MoE and 31B for higher performance workstations
Generated with AI, which can make mistakes.
Is this a good recommendation for you?



