Streamlit UI ↓ LangGraph Supervisor ├── Validation Agent → DB tools (customer/order checks) ├── Policy Agent → FAISS + tier rules + refund calculator └── Communication Agent → Gmail templates + audit ...
A hands-on Python DevOps toolkit built for automation, cloud workflows, and CI/CD pipelines. From shell scripting to API integration, this repo demonstrates real-world use cases for platform engineers ...
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