# Gabriele Beltramo tests NaiveAI's Naive-N0.5-Flash for coding speed and quality

> Original title: NaiveAI Promises 2,100 Tokens per Second. How Well Does It Code?

- Source: Latent Space
- Published: 2026-11-10T18:56:32.000Z
- Bad Influence: https://badinfluence.news/items/ov7dj2uev70r3tpwbwd9xzos4
- Original: https://latent.space/p/naiveai/

## Summary

Gabriele Beltramo benchmarks NaiveAI's open-weights Naive-N0.5-Flash against DeepSeek V4.1 Flash 1017 and GLM 5.3 Flash on math, science and hard reasoning questions. Naive-N0.5-Flash reports throughput approaching or passing 1,000 tokens per second, but its figures are server-side while the other models' come from OpenRouter. Its median end-to-end response time was 3.1 seconds, against 5.3 seconds for GLM 5.3 Flash and 10.1 seconds for DeepSeek V4.1 Flash 1017.