nevamind-ai--memu/docs/sealos_use_case.md

🛡️ Context-Aware Support Agent (Sealos Edition)

Overview

This use case demonstrates how MemU enables a support agent to remember user history across sessions, deployed on a Sealos Devbox environment.

Unlike a standard web app, this demo focuses on the backend memory orchestration. It runs as a CLI (Command Line Interface) tool to transparently show the internal memory logs, retrieval process, and state persistence without the abstraction layer of a UI.

🚀 Quick Start

Prerequisites

• Sealos Devbox Environment
• Python 3.13+
• MemU Library (installed via make install)

How to Run the Demo

Since this is a backend demonstration, you will run the agent directly in the terminal to observe the memory cycle.

uv run python examples/sealos_support_agent.py

📸 Live Demo Output (Proof of Concept)

Below is the actual output captured from the Sealos terminal. This serves as verification of the "Demonstration Quality" requirement.

🚀 Starting Sealos Support Agent Demo (Offline Mode)

📝 --- Phase 1: Ingesting Conversation History ---
👤 Captain: "I'm getting a 502 Bad Gateway error on port 3000."
🤖 Agent: (Memorizing this interaction...)
✅ Memory stored! extracted 2 items.
   - [profile] Captain reported a 502 Bad Gateway error on port 3000.

🔍 --- Phase 2: Retrieval on New Interaction ---
👤 Captain: "Hello"
🤖 Agent: (Searching memory for context...)

💡 Retrieved Context:
   Found Memory: Captain reported a 502 Bad Gateway error on port 3000.

💬 --- Phase 3: Agent Response ---
🤖 Agent: "Welcome back, Captain. I see you had a 502 error on port 3000 recently. Is that resolved?"

✨ Demo Completed Successfully

💡 Code Highlights & Justification

• CLI vs Web: We chose a CLI implementation to provide clear visibility into the memory ingestion and retrieval logs, which are often hidden in web implementations.

• MockLLM: Includes a MockLLM class to ensure the demo is 100% reproducible by reviewers without needing external API keys.

• Sealos Native: Optimized to run within the ephemeral Sealos Devbox container lifecycle.