python -m venv myenv
source myenv/bin/activate ||  myenv/Scripts/activate
python -m pip install --upgrade pip
pip install -U langchain langchain-openai dotenv
pip install -e .(详情见pyproject.toml)
pip install langgraph-cli[inmem]
pip install sqlalchemy pymysql loguru psycopg2-binary(postgresql) *可选数据库开发

# Environment
Copy `.env.example` to `.env` and fill in the required values before running the app.
cp .env.example .env

# Required variables
# - LLM_BASE_URL
# - LLM_API_KEY
# - LLM_MODEL

# Web 对话（推荐）：在 ``Agent`` 目录下保证 ``PYTHONPATH`` 包含 ``src`` 后执行
cd ./Agent
uvicorn agent.web.server:app --host 127.0.0.1 --port 8765

# 发送消息为两阶段 API：``POST /api/chat/start``（立即落盘用户消息）+ ``POST /api/chat/complete``（推理）；前端已按此顺序调用。
cloudflared tunnel --url http://localhost:8765开公网