diff --git a/.circleci/config.yml b/.circleci/config.yml
index 93f523027..23bcc6fe7 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -6,7 +6,7 @@ orbs:
 executors:
   python-executor:
     docker:
-      - image: cimg/python:3.11.1
+      - image: cimg/python:3.11
     working_directory: ~/repo
 
 
@@ -339,53 +339,53 @@ jobs:
           when: always
           command: bash <(curl -s https://codecov.io/bash) -cF python
 
-trainer_test2:
-    <<: *defaults
-    steps:
-      - attach_workspace:
-          at: ~/repo
-      - restore_cache:  # ensure this step occurs *before* installing dependencies
-          key: requirements-v2-{{ .Branch }}-{{ checksum "requirements.txt" }}
-
-      - run:
-          name: install dependencies
-          command: |
-             pip install pipenv
-             pip install --force-reinstall --upgrade --quiet -r requirements.txt
-             pip install coverage
-             python setup.py develop --no-deps
-      - save_cache:
-          key: requirements-v2-{{ .Branch }}-{{ checksum "requirements.txt" }}
-          paths:
-            - ~/.local
-
-      - run:
-          name: Trainer tests 2
-          when: always
-          command: |
-            echo -e 'running trainer_lstm_test \n '
-            coverage run flood_forecast/trainer.py -p tests/lstm_test.json
-            echo -e 'running trainer_multi_test \n'
-            coverage run flood_forecast/trainer.py -p tests/multi_test.json
-            echo -e 'running trainer_full_transformer_test \n'
-            coverage run flood_forecast/trainer.py -p  tests/full_transformer.json
-            echo -e 'running da_rnn_test \n'
-            coverage run flood_forecast/trainer.py -p tests/da_rnn.json
-            echo -e 'running auto test \n'
-            coverage run flood_forecast/meta_train.py -p tests/auto_encoder.json
-            echo -e 'running trainer_decoder_test \n'
-            coverage run flood_forecast/trainer.py -p tests/decoder_test.json
-      - store_test_results:
-          path: test-results
-
-      - store_artifacts:
-          path: test-results
-          destination: test-results-trainer
-      
-      - run:
-          name: upload results
-          when: always
-          command: bash <(curl -s https://codecov.io/bash) -cF python
+  trainer_test2:
+      <<: *defaults
+      steps:
+        - attach_workspace:
+            at: ~/repo
+        - restore_cache:  # ensure this step occurs *before* installing dependencies
+            key: requirements-v2-{{ .Branch }}-{{ checksum "requirements.txt" }}
+
+        - run:
+            name: install dependencies
+            command: |
+              pip install pipenv
+              pip install --force-reinstall --upgrade --quiet -r requirements.txt
+              pip install coverage
+              python setup.py develop --no-deps
+        - save_cache:
+            key: requirements-v2-{{ .Branch }}-{{ checksum "requirements.txt" }}
+            paths:
+              - ~/.local
+
+        - run:
+            name: Trainer tests 2
+            when: always
+            command: |
+              echo -e 'running trainer_lstm_test \n '
+              coverage run flood_forecast/trainer.py -p tests/lstm_test.json
+              echo -e 'running trainer_multi_test \n'
+              coverage run flood_forecast/trainer.py -p tests/multi_test.json
+              echo -e 'running trainer_full_transformer_test \n'
+              coverage run flood_forecast/trainer.py -p  tests/full_transformer.json
+              echo -e 'running da_rnn_test \n'
+              coverage run flood_forecast/trainer.py -p tests/da_rnn.json
+              echo -e 'running auto test \n'
+              coverage run flood_forecast/meta_train.py -p tests/auto_encoder.json
+              echo -e 'running trainer_decoder_test \n'
+              coverage run flood_forecast/trainer.py -p tests/decoder_test.json
+        - store_test_results:
+            path: test-results
+
+        - store_artifacts:
+            path: test-results
+            destination: test-results-trainer
+        
+        - run:
+            name: upload results
+            when: always
+            command: bash <(curl -s https://codecov.io/bash) -cF python
 
   plot_test:
     <<: *defaults
@@ -458,7 +458,7 @@ workflows:
       - trainer_test1:
           requires:
             - setup_and_install
-      -trainer_test2:
+      - trainer_test2:
           requires:
             - setup_and_install
         
diff --git a/docs/source/inference.rst b/docs/source/inference.rst
index 1fc82cf97..419c4f440 100644
--- a/docs/source/inference.rst
+++ b/docs/source/inference.rst
@@ -1,9 +1,8 @@
 Inference
 =========================
 
-This API makes it easy to run inference on trained PyTorchForecast modules. To use this code you 
-need three main files: your model's configuration file, a CSV containing your data, and a path to 
-your model weights.
+The Flow Forecast Inference API makes it easy to run inference on trained PyTorchForecast modules. To use this code you 
+need three main files: your model's configuration file, a CSV containing your data, and a path to your model weights.
 
 .. code-block:: python
    :caption: example initialization