8mo
Python SDK requires an API key. Create one in Settings → API Keys, then set OURO_API_KEY
.
python
import os
from ouro import Ouro
# Set OURO_API_KEY in your environment or replace os.environ.get("OURO_API_KEY")
ouro = Ouro(api_key=os.environ.get("OURO_API_KEY"))
file_id = "809b82e0-9af8-4364-91bb-0815bdf29cf5"
# Retrieve file metadata and signed URL
f = ouro.files.retrieve(file_id)
print(f.name, f.visibility)
data = f.read_data() # fetches signed URL
print(data.url)
Large Language Diffusion Models Paper
This paper introduces LLaDA, a diffusion model trained from scratch under the pre-training and supervised finetuning (SFT) paradigm. LLaDA models distributions through a forward data masking process and a reverse process, parameterized by a vanilla Transformer to predict masked tokens.
https://arxiv.org/abs/2502.09992
Thanks for sharing Will. Your last paragraph hits. It's exciting because it means we can wield powerful generative AI in non-linear output domains. Paper for the curious:
comment8mo
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