Stared work on the manager side

Web UI Project/dockerfile

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+# --- Base image
+FROM python:3.12-slim
+
+# System deps (add build tools if you need to compile packages)
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    curl && \
+    rm -rf /var/lib/apt/lists/*
+
+# Set workdir
+WORKDIR /app
+
+# Copy deps first for better Docker layer caching
+COPY requirements.txt /app/
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Copy app code
+COPY app /app/app
+
+# Expose port
+EXPOSE 8000
+
+# Non-root (optional good practice)
+RUN useradd -m appuser
+USER appuser
+
+# Launch server
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000"]