diff --git a/.github/workflows/python_ci.yaml b/.github/workflows/python_ci.yaml
index e8c6def..645e7f8 100644
--- a/.github/workflows/python_ci.yaml
+++ b/.github/workflows/python_ci.yaml
@@ -23,8 +23,5 @@ jobs:
         . .venv/bin/activate
         echo PATH=$PATH >> $GITHUB_ENV
 
-    - name: Install dependencies
-      run: uv pip install -r requirements.txt
-
     - name: Run pre-commit hooks
       run: pre-commit run --all-files --show-diff-on-failure
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5dd9174..f0a6bff 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -14,7 +14,8 @@ repos:
     hooks:
       - id: mypy-hello-world
         name: mypy hello-world
-        entry: mypy --strict
+        entry: |
+          bash -c 'test -d projects/hello-world/container/.venv || python -m venv projects/hello-world/container/.venv && projects/hello-world/container/.venv/bin/pip install -r projects/hello-world/container/requirements.txt && projects/hello-world/container/.venv/bin/mypy --strict'
         files: ^projects/hello-world/container/
         language: system
         types: [python]
@@ -23,7 +24,8 @@ repos:
     hooks:
       - id: mypy-torch-iris
         name: mypy torch-iris
-        entry: mypy --strict
+        entry: |
+          bash -c 'test -d projects/torch-iris/container/.venv || python -m venv projects/torch-iris/container/.venv && projects/torch-iris/container/.venv/bin/pip install -r projects/torch-iris/container/requirements.txt && projects/torch-iris/container/.venv/bin/mypy --strict'
         files: ^projects/torch-iris/container/
         language: system
         types: [python]
@@ -32,18 +34,19 @@ repos:
     hooks:
       - id: mypy-onnx-iris
         name: mypy onnx-iris
-        entry: mypy --strict
+        entry: |
+          bash -c 'test -d projects/onnx-iris/container/.venv || python -m venv projects/onnx-iris/container/.venv && projects/onnx-iris/container/.venv/bin/pip install -r projects/onnx-iris/container/requirements.txt && projects/onnx-iris/container/.venv/bin/mypy --strict'
         files: ^projects/onnx-iris/container/
         language: system
         types: [python]
 
-
   - repo: local
     hooks:
       - id: mypy-tgi-llm-container
         name: mypy tgi-llm container
-        entry: mypy --strict
-        files: ^projects/tgi-llm/container
+        entry: |
+          bash -c 'test -d projects/tgi-llm/container/.venv || python -m venv projects/tgi-llm/container/.venv && projects/tgi-llm/container/.venv/bin/pip install -r projects/tgi-llm/container/requirements.txt && projects/tgi-llm/container/.venv/bin/mypy --strict'
+        files: ^projects/tgi-llm/container/
         language: system
         types: [python]
 
@@ -51,8 +54,9 @@ repos:
     hooks:
       - id: mypy-tgi-llm-ui
         name: mypy tgi-llm ui
-        entry: mypy --strict
-        files: ^projects/tgi-llm/ui
+        entry: |
+          bash -c 'test -d projects/tgi-llm/ui/.venv || python -m venv projects/tgi-llm/ui/.venv && projects/tgi-llm/ui/.venv/bin/pip install -r projects/tgi-llm/ui/requirements.txt && projects/tgi-llm/ui/.venv/bin/mypy --strict'
+        files: ^projects/tgi-llm/ui/
         language: system
         types: [python]
 
@@ -60,8 +64,9 @@ repos:
     hooks:
       - id: mypy-gpt4
         name: mypy gpt4
-        entry: mypy --strict
-        files: ^projects/gpt4/container
+        entry: |
+          bash -c 'test -d projects/gpt4/container/.venv || python -m venv projects/gpt4/container/.venv && projects/gpt4/container/.venv/bin/pip install -r projects/gpt4/container/requirements.txt && projects/gpt4/container/.venv/bin/mypy --strict'
+        files: ^projects/gpt4/container/
         language: system
         types: [python]
 
@@ -69,8 +74,9 @@ repos:
     hooks:
       - id: mypy-prompt-to-nft
         name: mypy prompt-to-nft
-        entry: mypy --strict
-        files: ^projects/prompt-to-nft/container
+        entry: |
+          bash -c 'test -d projects/prompt-to-nft/container/.venv || python -m venv projects/prompt-to-nft/container/.venv && projects/prompt-to-nft/container/.venv/bin/pip install -r projects/prompt-to-nft/container/requirements.txt && projects/prompt-to-nft/container/.venv/bin/mypy --strict'
+        files: ^projects/prompt-to-nft/container/
         language: system
         types: [python]
 
diff --git a/projects/gpt4/container/Dockerfile b/projects/gpt4/container/Dockerfile
index 92d4f77..603e559 100644
--- a/projects/gpt4/container/Dockerfile
+++ b/projects/gpt4/container/Dockerfile
@@ -18,7 +18,7 @@ ADD https://astral.sh/uv/install.sh /install.sh
 RUN chmod 755 /install.sh
 RUN /install.sh && rm /install.sh
 
-COPY src/requirements.txt .
+COPY requirements.txt .
 
 RUN /root/.cargo/bin/uv pip install --system --no-cache -r requirements.txt
 
diff --git a/projects/gpt4/container/src/requirements.txt b/projects/gpt4/container/requirements.txt
similarity index 100%
rename from projects/gpt4/container/src/requirements.txt
rename to projects/gpt4/container/requirements.txt
diff --git a/projects/hello-world/container/Dockerfile b/projects/hello-world/container/Dockerfile
index d4deb01..6ec5f64 100644
--- a/projects/hello-world/container/Dockerfile
+++ b/projects/hello-world/container/Dockerfile
@@ -18,7 +18,7 @@ ADD https://astral.sh/uv/install.sh /install.sh
 RUN chmod 755 /install.sh
 RUN /install.sh && rm /install.sh
 
-COPY src/requirements.txt .
+COPY requirements.txt .
 
 RUN /root/.cargo/bin/uv pip install --system --no-cache -r requirements.txt
 
diff --git a/projects/hello-world/container/README.md b/projects/hello-world/container/README.md
index e1517c5..d5e3589 100644
--- a/projects/hello-world/container/README.md
+++ b/projects/hello-world/container/README.md
@@ -71,7 +71,7 @@ WORKDIR /app
 
 RUN apt-get update
 
-COPY src/requirements.txt .
+COPY requirements.txt .
 
 RUN pip install --upgrade pip && pip install -r requirements.txt
 
diff --git a/projects/hello-world/container/src/requirements.txt b/projects/hello-world/container/requirements.txt
similarity index 100%
rename from projects/hello-world/container/src/requirements.txt
rename to projects/hello-world/container/requirements.txt
diff --git a/projects/onnx-iris/container/Dockerfile b/projects/onnx-iris/container/Dockerfile
index 92d4f77..603e559 100644
--- a/projects/onnx-iris/container/Dockerfile
+++ b/projects/onnx-iris/container/Dockerfile
@@ -18,7 +18,7 @@ ADD https://astral.sh/uv/install.sh /install.sh
 RUN chmod 755 /install.sh
 RUN /install.sh && rm /install.sh
 
-COPY src/requirements.txt .
+COPY requirements.txt .
 
 RUN /root/.cargo/bin/uv pip install --system --no-cache -r requirements.txt
 
diff --git a/projects/onnx-iris/container/src/requirements.txt b/projects/onnx-iris/container/requirements.txt
similarity index 100%
rename from projects/onnx-iris/container/src/requirements.txt
rename to projects/onnx-iris/container/requirements.txt
diff --git a/projects/prompt-to-nft/container/Dockerfile b/projects/prompt-to-nft/container/Dockerfile
index a0c9fe0..2e28cab 100644
--- a/projects/prompt-to-nft/container/Dockerfile
+++ b/projects/prompt-to-nft/container/Dockerfile
@@ -18,7 +18,7 @@ ADD https://astral.sh/uv/install.sh /install.sh
 RUN chmod 755 /install.sh
 RUN /install.sh && rm /install.sh
 
-COPY src/requirements.txt .
+COPY requirements.txt .
 
 RUN /root/.cargo/bin/uv pip install --system --no-cache -r requirements.txt
 
diff --git a/projects/prompt-to-nft/container/src/requirements.txt b/projects/prompt-to-nft/container/requirements.txt
similarity index 100%
rename from projects/prompt-to-nft/container/src/requirements.txt
rename to projects/prompt-to-nft/container/requirements.txt
diff --git a/projects/prompt-to-nft/stablediffusion/Dockerfile b/projects/prompt-to-nft/stablediffusion/Dockerfile
index 2e2852b..f682139 100644
--- a/projects/prompt-to-nft/stablediffusion/Dockerfile
+++ b/projects/prompt-to-nft/stablediffusion/Dockerfile
@@ -18,7 +18,7 @@ ADD https://astral.sh/uv/install.sh /install.sh
 RUN chmod 755 /install.sh
 RUN /install.sh && rm /install.sh
 
-COPY src/requirements.txt .
+COPY requirements.txt .
 
 RUN /root/.cargo/bin/uv pip install --system --no-cache -r requirements.txt
 
diff --git a/projects/prompt-to-nft/stablediffusion/src/requirements.txt b/projects/prompt-to-nft/stablediffusion/requirements.txt
similarity index 100%
rename from projects/prompt-to-nft/stablediffusion/src/requirements.txt
rename to projects/prompt-to-nft/stablediffusion/requirements.txt
diff --git a/projects/tgi-llm/container/Dockerfile b/projects/tgi-llm/container/Dockerfile
index 92d4f77..603e559 100644
--- a/projects/tgi-llm/container/Dockerfile
+++ b/projects/tgi-llm/container/Dockerfile
@@ -18,7 +18,7 @@ ADD https://astral.sh/uv/install.sh /install.sh
 RUN chmod 755 /install.sh
 RUN /install.sh && rm /install.sh
 
-COPY src/requirements.txt .
+COPY requirements.txt .
 
 RUN /root/.cargo/bin/uv pip install --system --no-cache -r requirements.txt
 
diff --git a/projects/tgi-llm/container/src/requirements.txt b/projects/tgi-llm/container/requirements.txt
similarity index 100%
rename from projects/tgi-llm/container/src/requirements.txt
rename to projects/tgi-llm/container/requirements.txt
diff --git a/projects/tgi-llm/ui/Dockerfile b/projects/tgi-llm/ui/Dockerfile
index 87f1d6b..84a5332 100644
--- a/projects/tgi-llm/ui/Dockerfile
+++ b/projects/tgi-llm/ui/Dockerfile
@@ -12,7 +12,7 @@ WORKDIR /app
 
 RUN apt-get update
 
-COPY src/requirements.txt .
+COPY requirements.txt .
 
 RUN pip install --upgrade pip && pip install -r requirements.txt
 
diff --git a/projects/tgi-llm/ui/src/requirements.txt b/projects/tgi-llm/ui/requirements.txt
similarity index 100%
rename from projects/tgi-llm/ui/src/requirements.txt
rename to projects/tgi-llm/ui/requirements.txt
diff --git a/projects/torch-iris/container/Dockerfile b/projects/torch-iris/container/Dockerfile
index 92d4f77..603e559 100644
--- a/projects/torch-iris/container/Dockerfile
+++ b/projects/torch-iris/container/Dockerfile
@@ -18,7 +18,7 @@ ADD https://astral.sh/uv/install.sh /install.sh
 RUN chmod 755 /install.sh
 RUN /install.sh && rm /install.sh
 
-COPY src/requirements.txt .
+COPY requirements.txt .
 
 RUN /root/.cargo/bin/uv pip install --system --no-cache -r requirements.txt
 
diff --git a/projects/torch-iris/container/src/requirements.txt b/projects/torch-iris/container/requirements.txt
similarity index 100%
rename from projects/torch-iris/container/src/requirements.txt
rename to projects/torch-iris/container/requirements.txt
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index fbbdac4..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,22 +0,0 @@
-gunicorn==22.0.0
-mypy==1.8.0
-mypy-extensions==1.0.0
-packaging==23.2
-requests==2.32.3
-ruff==0.1.13
-types-click==7.1.8
-types-Flask==1.1.6
-types-Jinja2==2.11.9
-types-MarkupSafe==1.1.10
-types-requests==2.31.0.20240125
-types-Werkzeug==1.0.9
-typing_extensions==4.9.0
-Flask==3.0.0
-quart==0.19.4
-torch==2.2.1
-web3==6.15.0
-onnx==1.16.1
-onnxruntime==1.17.1
-pre-commit==2.15.0
-python-dotenv==1.0.0
-ritual-arweave==0.1.0