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Dev.to
Dev.to
5/11/2026
I Tested Every Gemma 4 Model on a GTX 1650. Here's What Actually Happened.

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.

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