Update README.md

README.md

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 # Huginn-0125
-This is Huginn, version 01/25. This is a latent recurrent-depth model with 3.5B parameters, trained for 800B tokens. This is a proof-of-concept model, but surprisingly capable in reasoning and code given its training budget and size.
+This is Huginn, version 01/25. This is a latent recurrent-depth model with 3.5B parameters, trained for 800B tokens on AMD MI250X machines. This is a proof-of-concept model, but surprisingly capable in reasoning and code given its training budget and size.
 All details on this model can be found in the tech report: "Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach."
 
 8 intermediate checkpoints of the model can be found in its collection. Additional intermediate checkpoints are available upon request while we find a place to host all ~350 of them. The data used to train
-this model is publicly available (entirely on Hugging Face), and scripts provided with the pretraining code at https://github.com/seal-rg/recurrent-pretraining can be used to repeat our preprocessing. 
+this model is publicly available (entirely on Hugging Face), and scripts provided with the pretraining code at https://github.com/seal-rg/recurrent-pretraining can be used to repeat our preprocessing and our entire training run. 
 
 ##  Table of Contents