workin on schema

.devcontainer/devcontainer.env

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+ELASTICSEARCH_URL=http://host.docker.internal:9200
+DATABASE_URL=postgresql://postgres:brunix_pass@host.docker.internal:5432/postgres
+
+LANGFUSE_HOST=http://45.77.119.180
+LANGFUSE_PUBLIC_KEY=pk-lf-0e6db694-3e95-4dd4-aedf-5a2694267058
+LANGFUSE_SECRET_KEY=sk-lf-dbf28bb9-15bb-4d03-a8c3-05caa3e3905f
+LLM_BASE_URL=http://host.docker.internal:11434
+OPENAI_API_KEY=MTswYuNlhhRLLw7EGSAz_ID9qeELinoB9x4zF8qVyQo4T3BlbkFJvS3HrA3Rqr0CtlET442uQ1nEiJtWD

.devcontainer/devcontainer.json

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+{
+  "name": "brunix-assistance-engine",
+  "build": {
+    "dockerfile": "Dockerfile",
+    "dockerComposeFile": "docker-compose.yaml",
+    "context": "../"
+  },
+  "runArgs": [
+    "-p",
+    "50052:50051",
+    "--env-file",
+    ".devcontainer/devcontainer.env",
+    "--add-host",
+    "host.docker.internal:host-gateway"
+  ],
+  "customizations": {
+    "vscode": {
+      "extensions": [
+        "quarto.quarto",
+        "ms-azuretools.vscode-docker",
+        "ms-python.python",
+        "ms-vscode-remote.remote-containers",
+        "yzhang.markdown-all-in-one",
+        "redhat.vscode-yaml",
+        "ms-toolsai.jupyter",
+        "hediet.vscode-drawio"
+      ]
+    }
+  }
+}

Dockerfile

@@ -0,0 +1,30 @@
+FROM python:3.11-slim
+
+ENV PYTHONDONTWRITEBYTECODE=1
+ENV PYTHONUNBUFFERED=1
+
+WORKDIR /app
+
+COPY ./requirements.txt .
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    build-essential \
+    curl \
+    protobuf-compiler \ 
+    && rm -rf /var/lib/apt/lists/*
+
+RUN pip install --no-cache-dir --upgrade pip
+RUN pip install --no-cache-dir -r requirements.txt
+
+COPY ./protos ./protos
+COPY ./src ./src
+
+RUN python -m grpc_tools.protoc \
+    --proto_path=./protos \
+    --python_out=./src \
+    --grpc_python_out=./src \
+    ./protos/brunix.proto
+
+EXPOSE 50051
+
+CMD ["python", "src/server.py"]

requirements.txt

@@ -0,0 +1,207 @@
+# This file was autogenerated by uv via the following command:
+#    uv export --format requirements-txt --no-hashes --no-dev -o requirements.txt
+aiohappyeyeballs==2.6.1
+    # via aiohttp
+aiohttp==3.13.3
+    # via langchain-community
+aiosignal==1.4.0
+    # via aiohttp
+annotated-types==0.7.0
+    # via pydantic
+anyio==4.12.1
+    # via httpx
+attrs==25.4.0
+    # via aiohttp
+certifi==2026.1.4
+    # via
+    #   elastic-transport
+    #   httpcore
+    #   httpx
+    #   requests
+charset-normalizer==3.4.4
+    # via requests
+dataclasses-json==0.6.7
+    # via langchain-community
+elastic-transport==8.17.1
+    # via elasticsearch
+elasticsearch==8.19.3
+    # via langchain-elasticsearch
+frozenlist==1.8.0
+    # via
+    #   aiohttp
+    #   aiosignal
+greenlet==3.3.1 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
+    # via sqlalchemy
+grpcio==1.78.0
+    # via
+    #   assistance-engine
+    #   grpcio-reflection
+    #   grpcio-tools
+grpcio-reflection==1.78.0
+    # via assistance-engine
+grpcio-tools==1.78.0
+    # via assistance-engine
+h11==0.16.0
+    # via httpcore
+httpcore==1.0.9
+    # via httpx
+httpx==0.28.1
+    # via
+    #   langgraph-sdk
+    #   langsmith
+httpx-sse==0.4.3
+    # via langchain-community
+idna==3.11
+    # via
+    #   anyio
+    #   httpx
+    #   requests
+    #   yarl
+jsonpatch==1.33
+    # via langchain-core
+jsonpointer==3.0.0
+    # via jsonpatch
+langchain==1.2.10
+    # via assistance-engine
+langchain-classic==1.0.1
+    # via langchain-community
+langchain-community==0.4.1
+    # via assistance-engine
+langchain-core==1.2.12
+    # via
+    #   langchain
+    #   langchain-classic
+    #   langchain-community
+    #   langchain-elasticsearch
+    #   langchain-text-splitters
+    #   langgraph
+    #   langgraph-checkpoint
+    #   langgraph-prebuilt
+langchain-elasticsearch==1.0.0
+    # via assistance-engine
+langchain-text-splitters==1.1.0
+    # via langchain-classic
+langgraph==1.0.8
+    # via langchain
+langgraph-checkpoint==4.0.0
+    # via
+    #   langgraph
+    #   langgraph-prebuilt
+langgraph-prebuilt==1.0.7
+    # via langgraph
+langgraph-sdk==0.3.5
+    # via langgraph
+langsmith==0.7.1
+    # via
+    #   langchain-classic
+    #   langchain-community
+    #   langchain-core
+marshmallow==3.26.2
+    # via dataclasses-json
+multidict==6.7.1
+    # via
+    #   aiohttp
+    #   yarl
+mypy-extensions==1.1.0
+    # via typing-inspect
+numpy==2.4.2
+    # via
+    #   elasticsearch
+    #   langchain-community
+orjson==3.11.7
+    # via
+    #   langgraph-sdk
+    #   langsmith
+ormsgpack==1.12.2
+    # via langgraph-checkpoint
+packaging==26.0
+    # via
+    #   langchain-core
+    #   langsmith
+    #   marshmallow
+propcache==0.4.1
+    # via
+    #   aiohttp
+    #   yarl
+protobuf==6.33.5
+    # via
+    #   grpcio-reflection
+    #   grpcio-tools
+pydantic==2.12.5
+    # via
+    #   assistance-engine
+    #   langchain
+    #   langchain-classic
+    #   langchain-core
+    #   langgraph
+    #   langsmith
+    #   pydantic-settings
+pydantic-core==2.41.5
+    # via pydantic
+pydantic-settings==2.12.0
+    # via langchain-community
+python-dateutil==2.9.0.post0
+    # via elasticsearch
+python-dotenv==1.2.1
+    # via pydantic-settings
+pyyaml==6.0.3
+    # via
+    #   langchain-classic
+    #   langchain-community
+    #   langchain-core
+requests==2.32.5
+    # via
+    #   langchain-classic
+    #   langchain-community
+    #   langsmith
+    #   requests-toolbelt
+requests-toolbelt==1.0.0
+    # via langsmith
+setuptools==82.0.0
+    # via grpcio-tools
+simsimd==6.5.12
+    # via elasticsearch
+six==1.17.0
+    # via python-dateutil
+sqlalchemy==2.0.46
+    # via
+    #   langchain-classic
+    #   langchain-community
+tenacity==9.1.4
+    # via
+    #   langchain-community
+    #   langchain-core
+typing-extensions==4.15.0
+    # via
+    #   aiosignal
+    #   anyio
+    #   elasticsearch
+    #   grpcio
+    #   langchain-core
+    #   pydantic
+    #   pydantic-core
+    #   sqlalchemy
+    #   typing-inspect
+    #   typing-inspection
+typing-inspect==0.9.0
+    # via dataclasses-json
+typing-inspection==0.4.2
+    # via
+    #   pydantic
+    #   pydantic-settings
+urllib3==2.6.3
+    # via
+    #   elastic-transport
+    #   requests
+uuid-utils==0.14.0
+    # via
+    #   langchain-core
+    #   langsmith
+xxhash==3.6.0
+    # via
+    #   langgraph
+    #   langsmith
+yarl==1.22.0
+    # via aiohttp
+zstandard==0.25.0
+    # via langsmith