README / README.md
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---
title: README
emoji: 馃尨
colorFrom: green
colorTo: yellow
sdk: static
app_file: home.html
pinned: false
short_description: Jamaica's independent AI research lab.
---
<img src="https://huggingface.co/spaces/CorxLabs/README/resolve/main/banner-site.png" alt="CorX Labs. Architecting the future, from the ground up." width="100%">
**CorX Labs is Jamaica's independent AI research lab.** We build Jamaican AI from the ground up: five open models so
far, from CorX3.8, a 27-billion-parameter Jamaican Patois assistant, to NatureV1, a weather and hurricane model. Most
were trained from random weights on a single GPU, and where one is a fine-tune, we say so.
| Models built | Released with weights | Technical reports | Licence |
|:-:|:-:|:-:|:-:|
| **5** | **4** | **5** | **Apache-2.0** |
<img src="https://huggingface.co/spaces/CorxLabs/README/resolve/main/rule.png" width="100%" height="4" alt="">
### Models
| Model | What it is | Size | Built from | Report |
|---|---|:-:|---|:-:|
| [**CorX3.8-27B**](https://huggingface.co/CorxLabs/CorX3.8-27B) | Jamaican Patois conversational assistant. Patois by default, English on request. | 27B | Fine-tune of Qwen3.8-27B, fully merged | [03](https://corxlabs-papers.static.hf.space/corx3.8-27b-model-report.html) |
| [**CorX1.5**](https://huggingface.co/CorxLabs/CorX1.5-160M) | Decoder-only language model with learned role embeddings | 157.8M | From scratch, tokenizer included | [01](https://corxlabs-papers.static.hf.space/corx1.5-technical-report.html) |
| [**TriStream-SVS**](https://huggingface.co/CorxLabs/TriStream-SVS-300M) | Singing-voice synthesis: pitch, timbre and breath in three separate streams | 321.8M | From scratch | [02](https://corxlabs-papers.static.hf.space/tristream-svs-technical-report.html) |
| [**NatureV1**](https://huggingface.co/CorxLabs/NatureV1-500) | Probabilistic weather and hurricane model, attention in kilometres on the sphere | 89.45M | From scratch, on the iHELIX engine | [05](https://corxlabs-papers.static.hf.space/naturev1-hurricane-physics-report.html) |
| [**HELIX**](https://pypi.org/project/helix-lm/) | Linear-scaling sequence architecture that keeps exact long-range recall | configurable | From scratch; no trained checkpoints | [04](https://corxlabs-papers.static.hf.space/helix-technical-report.html) |
Browse by collection: [Text](https://huggingface.co/collections/CorxLabs/text-models-6ad400811d7073d767ebe7f1) 路
[Singing voice](https://huggingface.co/collections/CorxLabs/svs-models-6ad40082a6e143550bd7aaa6) 路
[Weather](https://huggingface.co/collections/CorxLabs/weather-models-6ad40082a150e48c970f176a)
### Papers
Read them on the web or download the PDFs: **[CorX Labs Papers](https://huggingface.co/spaces/CorxLabs/papers)**
<table>
<tr>
<td align="center" width="20%"><a href="https://corxlabs-papers.static.hf.space/corx1.5-technical-report.html"><img src="https://huggingface.co/spaces/CorxLabs/README/resolve/main/papers/corx1.5-technical-report.png" alt="CorX1.5 technical report"></a></td>
<td align="center" width="20%"><a href="https://corxlabs-papers.static.hf.space/tristream-svs-technical-report.html"><img src="https://huggingface.co/spaces/CorxLabs/README/resolve/main/papers/tristream-svs-technical-report.png" alt="TriStream-SVS technical report"></a></td>
<td align="center" width="20%"><a href="https://corxlabs-papers.static.hf.space/corx3.8-27b-model-report.html"><img src="https://huggingface.co/spaces/CorxLabs/README/resolve/main/papers/corx3.8-27b-model-report.png" alt="CorX3.8-27B model report"></a></td>
<td align="center" width="20%"><a href="https://corxlabs-papers.static.hf.space/helix-technical-report.html"><img src="https://huggingface.co/spaces/CorxLabs/README/resolve/main/papers/helix-technical-report.png" alt="HELIX technical report"></a></td>
<td align="center" width="20%"><a href="https://corxlabs-papers.static.hf.space/naturev1-hurricane-physics-report.html"><img src="https://huggingface.co/spaces/CorxLabs/README/resolve/main/papers/naturev1-hurricane-physics-report.png" alt="NatureV1 hurricane physics report"></a></td>
</tr>
</table>
1. **[CorX1.5: a 158M-parameter language model trained from random weights on one GPU.](https://corxlabs-papers.static.hf.space/corx1.5-technical-report.html)** ([PDF](https://corxlabs-papers.static.hf.space/corx1.5-technical-report.pdf)) The architecture, the
three-stage training, and the memory arithmetic that fits three billion tokens through one card.
2. **[TriStream-SVS: building the source-filter model of the voice into a singing synthesiser.](https://corxlabs-papers.static.hf.space/tristream-svs-technical-report.html)** ([PDF](https://corxlabs-papers.static.hf.space/tristream-svs-technical-report.pdf)) Three streams that
cannot share information until a late fusion trunk, with zero-shot cloning and a 32-step flow-matching decoder.
3. **[CorX3.8-27B: giving an open 27B model a Jamaican voice.](https://corxlabs-papers.static.hf.space/corx3.8-27b-model-report.html)** ([PDF](https://corxlabs-papers.static.hf.space/corx3.8-27b-model-report.pdf)) What a rank-64 LoRA on 19 million tokens changed, and
what it did not.
4. **[HELIX: separating memory capacity from bandwidth in a linear-scaling sequence model.](https://corxlabs-papers.static.hf.space/helix-technical-report.html)** ([PDF](https://corxlabs-papers.static.hf.space/helix-technical-report.pdf)) N<sup>1.00</sup> attention
pairs, and recall that ties full attention while the same model without its index falls to chance.
5. **[Hurricane tracks without a neural network.](https://corxlabs-papers.static.hf.space/naturev1-hurricane-physics-report.html)** ([PDF](https://corxlabs-papers.static.hf.space/naturev1-hurricane-physics-report.pdf)) A physics consensus that beats extrapolation and CLIPER at every lead
on 4,447 forecasts from four seasons it never saw.
### Measured, not promised
| Hurricane track error (km), 2018 and 2020-2022, all basins | 24 h | 48 h | 72 h | 120 h |
|---|:-:|:-:|:-:|:-:|
| Straight-line extrapolation (strongest per lead) | 179 | 442 | 751 | 1,417 |
| CLIPER | 163 | 378 | 589 | 914 |
| **NatureV1 hurricane physics, no neural network** | **127** | **301** | **515** | **884** |
Global AI models such as GraphCast and Pangu-Weather remain far better beyond 12 hours, and the report says so. The
same rule runs through every model here: results are measured on data the model never trained on, "trained from
scratch", "fine-tuned" and "not trained yet" are kept apart, and nothing is claimed that has not been measured.
TriStream-SVS, for example, has no listening tests yet, so it reports no quality scores.
<img src="https://huggingface.co/spaces/CorxLabs/README/resolve/main/rule.png" width="100%" height="4" alt="">
[corx-labs.com](https://www.corx-labs.com/) 路 [Chat with CorX3.8](https://www.corx-labs.com/chat/) 路
[Documentation](https://www.corx-labs.com/documentation/) 路 [Blog](https://www.corx-labs.com/blog/) 路
[Benchmarks](https://www.corx-labs.com/benchmarks/) 路 PyPI: [naturev1](https://pypi.org/project/naturev1/),
[ihelix](https://pypi.org/project/ihelix/), [helix-lm](https://pypi.org/project/helix-lm/)
<sub>CorX Labs 路 Westmoreland, Jamaica 路 Architecting the future, from the ground up.</sub>