diff --git a/README.md b/README.md
index 30a655c..f555346 100644
--- a/README.md
+++ b/README.md
@@ -12,8 +12,7 @@ Currently we use:
 *   flax for modules
 *   optax for optimization
 *   orbax for checkpointing
-*   pygrain for checkpointing training data iterator
-*   tf.data (soon to be deprecated) and TFDS for data
+*   pygrain for data
 *   ConfigDict for hyper-parameters.
 
 Not currently supported or left out for simplicity:
@@ -61,11 +60,13 @@ pip install -e .
 pip install pytest pytest-xdist
 PYTHONHASHSEED=0 pytest -n auto -rA
 
-# Run training.
+# Run training example:
 python nanodo/main.py \
   --config=nanodo/configs/default.py \
   --config.workdir=/tmp/nanodo_workdir \
-  --config.vocab_path=tests/testdata/sentencepiece_cc_all.32000.100extra-sentencepiece.model
+  --config.vocab_path=tests/testdata/sentencepiece_cc_all.32000.100extra-sentencepiece.model \
+  --config.model.L=128 \
+  --config.batch_size=2
 ```
 
  
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 99f77af..2aa1991 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -64,10 +64,9 @@ dependencies = [
     "tensorflow>=2.16.1",
 ]
 
-# TODO: confirm locations and URLs
 [project.urls]
-homepage = "https://github.com/google-research/nanodo"
-repository = "https://github.com/google-research/nanodo"
+homepage = "https://github.com/google-deepmind/nanodo"
+repository = "https://github.com/google-deepmind/nanodo"
 documentation = "https://nanodo.readthedocs.io/"
 
 [project.optional-dependencies]