diff --git a/README.md b/README.md
index ccf31cc9..98ea526d 100644
--- a/README.md
+++ b/README.md
@@ -1,11 +1,11 @@
 <!-- [![PyPI](https://img.shields.io/pypi/v/TODO)](https://pypi.org/project/TODO/)
 ![PyPI - Downloads](https://img.shields.io/pypi/dm/TODO) -->
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+[![Checks](https://github.com/understanding-search/maze-transformer/actions/workflows/checks.yml/badge.svg)](https://github.com/understanding-search/maze-transformer/actions/workflows/checks.yml)
 [![Coverage](examples/coverage/coverage.svg)](docs/coverage/coverage.txt)
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-![GitHub closed issues](https://img.shields.io/github/issues-closed-raw/AISC-understanding-search/maze-transformer)
-![code size, bytes](https://img.shields.io/github/languages/code-size/AISC-understanding-search/maze-transformer)
+![GitHub commit activity](https://img.shields.io/github/commit-activity/t/understanding-search/maze-transformer)
+![GitHub closed pull requests](https://img.shields.io/github/issues-pr-closed/understanding-search/maze-transformer)
+![GitHub closed issues](https://img.shields.io/github/issues-closed-raw/understanding-search/maze-transformer)
+![code size, bytes](https://img.shields.io/github/languages/code-size/understanding-search/maze-transformer)
 
 # Maze Transformer
 
@@ -21,7 +21,7 @@ This repo is built to facilitate the training and analysis of autoregressive tra
 
 # Installation
 ```
-pip install git+ssh://git@github.com/aisc-understanding-search/maze-transformer.git
+pip install git+ssh://git@github.com/understanding-search/maze-transformer.git
 ```
 
 Note: if you want to install the library in colab, follow the steps in this [Colab notebook](https://colab.research.google.com/drive/1b8E1rkqcKRdC4bs9133aBPEvqEaH5dqD#scrollTo=8VbjoPRgXlqs).
diff --git a/maze_transformer/evaluation/baseline_models.py b/maze_transformer/evaluation/baseline_models.py
index 612a88c5..8837a371 100644
--- a/maze_transformer/evaluation/baseline_models.py
+++ b/maze_transformer/evaluation/baseline_models.py
@@ -45,7 +45,7 @@ def _get_coord_neighbors(
         self, maze: LatticeMaze, current_position: CoordTup
     ) -> list[CoordTup]:
         neighbors = maze.get_coord_neighbors(np.array(current_position, dtype=np.int32))
-        # This conversion won't be needed after https://github.com/AISC-understanding-search/maze-transformer/issues/154
+        # This conversion won't be needed after https://github.com/understanding-search/maze-transformer/issues/154
         return [tuple(arr.tolist()) for arr in neighbors]
 
     def _predict_next_step(
diff --git a/maze_transformer/evaluation/eval_model.py b/maze_transformer/evaluation/eval_model.py
index 21a02e21..8e10f044 100644
--- a/maze_transformer/evaluation/eval_model.py
+++ b/maze_transformer/evaluation/eval_model.py
@@ -74,7 +74,7 @@ def load_model_with_configs(
         config_path is not None
     ), f"Couldn't find configs in run containing {model_path}"
 
-    # TODO Make this part of the ConfigHolder - https://github.com/AISC-understanding-search/maze-transformer/issues/31
+    # TODO Make this part of the ConfigHolder - https://github.com/understanding-search/maze-transformer/issues/31
 
     # load the configs
     with open(config_path, "r") as f:
diff --git a/pyproject.toml b/pyproject.toml
index 5d521ba6..00c91ee9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ description = ""
 authors = ["Michael Ivanitskiy <miv@knc.ai>", "Dan Valentine <danvalentine256@gmail.com>", "Rusheb Shah <rusheb.shah@gmail.com>", "Lucia Quirke <luciaq@canva.com>", "Can Rager <can.rager@posteo.de>", "Alex Spies <alexfspies@gmail.com>", "Chris Mathwin <cwmathwin@gmail.com>", "Tilman Rauker <traeuker@googlemail.com>", "Guillaume Corlouer <guillaume.corlouer@gmail.com>"]
 readme = "README.md"
 packages = [{include = "maze_transformer"}]
-repository = "https://github.com/AISC-understanding-search/maze-transformer"
+repository = "https://github.com/understanding-search/maze-transformer"
 
 [tool.poetry.dependencies]
 python = "^3.10"
diff --git a/tests/unit/maze_transformer/evaluation/test_baseline_models.py b/tests/unit/maze_transformer/evaluation/test_baseline_models.py
index eaa71d9e..7ebc285e 100644
--- a/tests/unit/maze_transformer/evaluation/test_baseline_models.py
+++ b/tests/unit/maze_transformer/evaluation/test_baseline_models.py
@@ -16,8 +16,8 @@
     ],
 )
 def test_random_baseline(tok_mode):
-    # Setup will be refactored in https://github.com/orgs/AISC-understanding-search/projects/1?pane=issue&itemId=22504590
-    # Disk interactions can be removed after https://github.com/AISC-understanding-search/maze-transformer/issues/113
+    # Setup will be refactored in https://github.com/orgs/understanding-search/projects/1?pane=issue&itemId=22504590
+    # Disk interactions can be removed after https://github.com/understanding-search/maze-transformer/issues/113
     # First create a dataset and train a model
     cfg: ConfigHolder = ConfigHolder(
         train_cfg=TRAINING_CONFIGS["test-v1"],