diff --git a/environments/ai_vs_ai/ml-agents b/environments/ai_vs_ai/ml-agents
--- a/environments/ai_vs_ai/ml-agents
+++ b/environments/ai_vs_ai/ml-agents
@@ -1 +1 @@
-Subproject commit 8bcedabd808ffb7097f88b800fc92dea82dfd610
+Subproject commit 8bcedabd808ffb7097f88b800fc92dea82dfd610-dirty
diff --git a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/0.monitor.csv b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/0.monitor.csv
index fb7bd62..cfc0029 100644
--- a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/0.monitor.csv
+++ b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/0.monitor.csv
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diff --git a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/best_model.zip b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/best_model.zip
index ade47c0..3e11ac4 100644
Binary files a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/best_model.zip and b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/best_model.zip differ
diff --git a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/evaluations.npz b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/evaluations.npz
index c09117b..b4aaee9 100644
Binary files a/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/evaluations.npz and b/environments/atari/model/qrdqn/QbertNoFrameskip-v4_6/evaluations.npz differ
diff --git a/environments/sample_factory/doom_healthgathering.ipynb b/environments/sample_factory/doom_healthgathering.ipynb
index a7be1b5..84985a6 100644
--- a/environments/sample_factory/doom_healthgathering.ipynb
+++ b/environments/sample_factory/doom_healthgathering.ipynb
@@ -1451,7 +1451,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -1465,7 +1465,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.10"
+   "version": "3.8.10"
   },
   "vscode": {
    "interpreter": {
diff --git a/environments/sample_factory/train_dir/default_experiment/.summary/0/events.out.tfevents.1694360455.rhmmedcatt-ProLiant-ML350-Gen10 b/environments/sample_factory/train_dir/default_experiment/.summary/0/events.out.tfevents.1694360455.rhmmedcatt-ProLiant-ML350-Gen10
deleted file mode 100644
index 3cbb8a2..0000000
Binary files a/environments/sample_factory/train_dir/default_experiment/.summary/0/events.out.tfevents.1694360455.rhmmedcatt-ProLiant-ML350-Gen10 and /dev/null differ
diff --git a/environments/sample_factory/train_dir/default_experiment/README.md b/environments/sample_factory/train_dir/default_experiment/README.md
index 67b28b9..69acb09 100644
--- a/environments/sample_factory/train_dir/default_experiment/README.md
+++ b/environments/sample_factory/train_dir/default_experiment/README.md
@@ -11,16 +11,16 @@ model-index:
       type: reinforcement-learning
       name: reinforcement-learning
     dataset:
-      name: doom_health_gathering_supreme
-      type: doom_health_gathering_supreme
+      name: doom_my_way_home
+      type: doom_my_way_home
     metrics:
     - type: mean_reward
-      value: 9.02 +/- 3.07
+      value: 0.13 +/- 0.52
       name: mean_reward
       verified: false
 ---
 
-A(n) **APPO** model trained on the **doom_health_gathering_supreme** environment.
+A(n) **APPO** model trained on the **doom_my_way_home** environment.
 
 This model was trained using Sample-Factory 2.0: https://github.com/alex-petrenko/sample-factory.
 Documentation for how to use Sample-Factory can be found at https://www.samplefactory.dev/
@@ -30,7 +30,7 @@ Documentation for how to use Sample-Factory can be found at https://www.samplefa
 
 After installing Sample-Factory, download the model with:
 ```
-python -m sample_factory.huggingface.load_from_hub -r MattStammers/rl_course_vizdoom_health_gathering_supreme
+python -m sample_factory.huggingface.load_from_hub -r MattStammers/vizdoom_doom_my_way_home
 ```
 
     
@@ -38,7 +38,7 @@ python -m sample_factory.huggingface.load_from_hub -r MattStammers/rl_course_viz
 
 To run the model after download, use the `enjoy` script corresponding to this environment:
 ```
-python -m <path.to.enjoy.module> --algo=APPO --env=doom_health_gathering_supreme --train_dir=./train_dir --experiment=rl_course_vizdoom_health_gathering_supreme
+python -m <path.to.enjoy.module> --algo=APPO --env=doom_my_way_home --train_dir=./train_dir --experiment=vizdoom_doom_my_way_home
 ```
 
 
@@ -49,7 +49,7 @@ See https://www.samplefactory.dev/10-huggingface/huggingface/ for more details
 
 To continue training with this model, use the `train` script corresponding to this environment:
 ```
-python -m <path.to.train.module> --algo=APPO --env=doom_health_gathering_supreme --train_dir=./train_dir --experiment=rl_course_vizdoom_health_gathering_supreme --restart_behavior=resume --train_for_env_steps=10000000000
+python -m <path.to.train.module> --algo=APPO --env=do