Describe limitations

README.md

@@ -7,7 +7,9 @@ datasets:
 - laion/laion_100m_vqgan_f8
 ---
 
-This model is collaboratively trained a part of the NeurIPS 2021 demonstration ["Training Transformers Together"](https://training-transformers-together.github.io/).
+This model is trained collaboratively — it is a part of the NeurIPS 2021 demonstration ["Training Transformers Together"](https://training-transformers-together.github.io/).
+
+The latest model checkpoint will be uploaded to this repository every 6 hours until the training stops.
 
 # Model Description 
 
@@ -19,8 +21,12 @@ You can check our [dashboard](https://huggingface.co/spaces/training-transformer
 
 # How to Use 
 
-This section will be updated soon
+You can start from our [Colab notebook for running inference](https://colab.research.google.com/drive/1Vkb-4nhEEH1a5vrKtpL4MTNiUTPdpPUl?usp=sharing).
 
 #  Limitations
 
-This model is still being trained, so its generative capabilities will evolve with you!
+This model is created only as a demonstration of the new distributed training methods. **It should not be used for anything besides research purposes.**
+
+The authors have done only the most basic dataset filtering, so the model may be susceptible to biases in the training data and/or generate inappropriate content.
+
+At the moment, the model's generative capabilities are limited due to the absence of extensive experiments with the architecture and incomplete training.