# Nvidia Nemotron

50 Hacker News commenters recommended Nvidia Nemotron and 13 criticized it, November 2025 to November 2026. It was recommended in 12 of 13 months. It meets the Hacker Approved badge rule.

**Verdict:** Praised for open training pipelines, data, tooling and free licensing. Critics call results inconsistent and releases lackluster next to Qwen and other Chinese models.

## Why people recommend it

- Fully open training pipeline and data (6 comments): "They hav become a leading open source training lab themselves and they’re releasing the best training data, training tooling, and models at this point." ([source](https://news.ycombinator.com/item?id=46383315)) "Nemotron is the strongest model (on most benchmarks) that has its full training pipeline and most of the data open." ([source](https://news.ycombinator.com/item?id=48523417)) "Nvidia releases some of the most open open weights models, Nemotron 3, which have the full training code open" ([source](https://news.ycombinator.com/item?id=49459966))
- Fast speed on consumer hardware (5 comments): "in my testing, they are the best performing models on low-end consumer hardware in both terms of speed and accuracy" ([source](https://news.ycombinator.com/item?id=46380932)) "nemotron's time to first token is INSANELY fast. It's become a legit option for voice use cases" ([source](https://news.ycombinator.com/item?id=48932508)) "it is pretty good at instruction following and has extremely fast decode" ([source](https://news.ycombinator.com/item?id=48929883))
- Good documentation and fine-tuning tooling (2 comments): "NVIDIA's Nemotrons are decent bases for finetuning or continued pretraining, esp thanks to good documentation and tooling" ([source](https://news.ycombinator.com/item?id=48966405)) "They also have very good code and playbooks for actually doing a fine-tune, CPT, etc." ([source](https://news.ycombinator.com/item?id=49243586))
- Permissive free license (2 comments): "lots of folks dramatically underestimate their frontier models (Nemotron family), and they license those models (free)" ([source](https://news.ycombinator.com/item?id=47257915)) "Nemotron is a very nice model with an excellent license as well." ([source](https://news.ycombinator.com/item?id=49219260))

## What people warn about

- Inconsistent results across tasks (4 comments): "Each of the Nemotron 3 models were briefly competitive when they launched, but never exceptional" ([source](https://news.ycombinator.com/item?id=49217939)) "I've had some pretty decent results with Hy3 and Nemotron too, but they're not the same" ([source](https://news.ycombinator.com/item?id=49197965)) "It's OK, but makes an error every few sentences" ([source](https://news.ycombinator.com/item?id=50279791))
- Trails Chinese models (3 comments): "They're releases so far have been kind of lackluster compared to Qwen and other Chinese models." ([source](https://news.ycombinator.com/item?id=48692914)) "Yesterday I used the latest one on OpenRouter and it was bad - worse than StepFun" ([source](https://news.ycombinator.com/item?id=48624125)) "not especially great, compared to Chinese ones" ([source](https://news.ycombinator.com/item?id=49461175))
- Poor performance in some tests (3 comments): "it performed extremely poorly, essentially unusable" ([source](https://news.ycombinator.com/item?id=48926941)) "Nemotron is not worth running on any sillicon" ([source](https://news.ycombinator.com/item?id=48929962)) "Nemotron is TERRIBLE, and purposefully so." ([source](https://news.ycombinator.com/item?id=50036319))
- Incomplete data and links (2 comments): "Really appreciate Nvidia being the most open lab but they really should make sure all the links/data are available on day 0." ([source](https://news.ycombinator.com/item?id=46281632)) "Nemotron only releases portions of some of their datasets" ([source](https://news.ycombinator.com/item?id=48492439))

## Alternatives hackers recommend

- [Qwen 3.8 27B](https://hackerapproved.com/p/qwen-3-8-27b.md): 1173 recommend
- [Z.ai GLM](https://hackerapproved.com/p/glm-5-2.md): 1043 recommend
- [Kimi](https://hackerapproved.com/p/kimi-k3.md): 931 recommend
- [Gemma 4](https://hackerapproved.com/p/gemma-4.md): 713 recommend
- [Qwen](https://hackerapproved.com/p/qwen.md): 474 recommend

## Cite as

Hacker Approved, "Nvidia Nemotron", https://hackerapproved.com/p/nemotron/ (counts from 1,795,640 Hacker News comments, November 2025 to November 2026).