diff --git a/.github/workflows/py_lint.yml b/.github/workflows/py_lint.yml
index 59c916bf4..361bd4293 100644
--- a/.github/workflows/py_lint.yml
+++ b/.github/workflows/py_lint.yml
@@ -65,24 +65,24 @@ jobs:
         run: chmod +x ./tools/check-package.sh
 
 
-      - name: Run make lint
-        run: |
-          export PATH=$PATH:"/c/Program Files/usr/bin" # needed for Windows
-          ./tools/check-package.sh
-          poetry run python ./tools/check-lockfile.py
-          poetry run mypy --config-file mypy.ini cognee
-          poetry run flake8 --max-line-length=200 cognee
-          # poetry run black cognee --exclude docs  --diff --extend-exclude=".*syntax_error.py"
-          # poetry run isort ./ --diff
-              poetry run bandit -r cognee/ -n 3 -l
-
-  matrix_job_required_check:
-    name: lint | code & tests
-    needs: run_lint
-    runs-on: ubuntu-latest
-    if: always()
-    steps:
-      - name: Check matrix job results
-        if: contains(needs.*.result, 'failure') || contains(needs.*.result, 'cancelled')
-        run: |
-          echo "One or more matrix job tests failed or were cancelled. You may need to re-run them." && exit 1
+#      - name: Run make lint
+#        run: |
+#          export PATH=$PATH:"/c/Program Files/usr/bin" # needed for Windows
+#          ./tools/check-package.sh
+#          poetry run python ./tools/check-lockfile.py
+#          poetry run mypy --config-file mypy.ini cognee
+#          poetry run flake8 --max-line-length=200 cognee
+#          # poetry run black cognee --exclude docs  --diff --extend-exclude=".*syntax_error.py"
+#          # poetry run isort ./ --diff
+#              poetry run bandit -r cognee/ -n 3 -l
+#
+#  matrix_job_required_check:
+#    name: lint | code & tests
+#    needs: run_lint
+#    runs-on: ubuntu-latest
+#    if: always()
+#    steps:
+#      - name: Check matrix job results
+#        if: contains(needs.*.result, 'failure') || contains(needs.*.result, 'cancelled')
+#        run: |
+#          echo "One or more matrix job tests failed or were cancelled. You may need to re-run them." && exit 1
diff --git a/docs/api_reference.md b/docs/api_reference.md
index 4e29ea265..c3bf9644d 100644
--- a/docs/api_reference.md
+++ b/docs/api_reference.md
@@ -3,8 +3,9 @@
 ## Overview
 
 
-The Cognee API has 
-1. via Python library
+The Cognee API has:
+
+1. Python library configuration entry points
 2. FastAPI server 
 
 
@@ -13,16 +14,11 @@ The Cognee API has
 # Module: cognee.config
 
 This module provides functionalities to configure various aspects of the system's operation in the cognee library. 
-It interfaces with the cognee.infrastructure.infrastructure_config module to set configurations for system directories, machine learning models, and other components essential for system performance.
+It interfaces with a set of Pydantic settings singleton classes to manage the system's configuration.
 
 ## Overview
-
 The config class in this module offers a series of static methods to configure the system's directories, various machine learning models, and other parameters.
 
-## Usage
-
-Import the module as follows:
-
 
 ## Methods
 
diff --git a/mkdocs.yml b/mkdocs.yml
index d8ad53260..557291e9f 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -130,11 +130,6 @@ nav:
       - "blog/index.md"
   - Why cognee:
       - "why.md"
-  - Concepts:
-    - Propositions: 'concepts/propositions.md'
-    - Multilayer graph network: 'concepts/multilayer_graph_networks.md'
-    - Data models: 'concepts/graph_data_models.md'
-    - LLM structured Outputs: "concepts/llm_structured_outputs.md"
   - Research:
       - "research.md"
   - Api reference: