Auto-SDET — DeepSeek AI Agent
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    Auto-SDET

    Auto-SDET

    DonTlktome April 8, 2026
    1 copies 0 downloads

    Autonomous Unit Test Generation Agent powered by LangGraph FSM + E2B Sandbox + DeepSeek-V3

    Auto-SDET

    Autonomous Unit Test Generation Agent powered by LangGraph FSM + E2B Sandbox + DeepSeek-V3

    基于 LangGraph 有限状态机 + E2B 沙箱 + DeepSeek-V3 的自主单元测试生成 Agent

    auto-sdet test src/calculator.py

    ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃  Auto-SDET  │  target: calculator.py         ┃
┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛

✨ [Generator]  Reading file context (MCP)...
✨ [Generator]  Context loaded: 2 dependency file(s)
✨ [Generator]  Calling DeepSeek-V3...
✓  [Generator]  Generated test_calculator.py (42 lines)

⚡ [Executor]   Creating E2B sandbox...
⚡ [Executor]   Running pytest in sandbox...
✗  [Executor]   Tests failed: ImportError: No module named 'numpy'

🧠 [Reflector]  Analyzing error (attempt 1/3)...
✓  [Reflector]  Patch applied, re-executing...

⚡ [Executor]   Running pytest in sandbox...
✓  [Executor]   All tests passed!

✨ Test file saved to: tests/test_calculator.py

    How It Works / 工作原理

    Auto-SDET implements a deterministic FSM (Finite State Machine) using LangGraph. Unlike a simple LLM chain, the FSM makes every execution path predictable and traceable.

    Auto-SDET 使用 LangGraph 实现确定性有限状态机（FSM）。与简单的 LLM 链不同，FSM 使每条执行路径都可预测、可追溯。

    [CLI] → [Generator] → [Executor] ──→ END (success)
                           │
                           ├──→ [Reflector] → [Executor] (self-healing loop / 自愈循环)
                           │
                           └──→ END (max retries exceeded)
    Node / 节点Responsibility / 职责
    GeneratorReads source via MCP → calls DeepSeek-V3 → produces pytest file<br>通过 MCP 读取源码 → 调用 DeepSeek-V3 → 生成 pytest 测试文件
    ExecutorSpins up E2B micro-VM → uploads files → runs pytest → captures results<br>启动 E2B 微型虚拟机 → 上传文件 → 运行 pytest → 捕获结果
    ReflectorUses Chain-of-Thought over full error history to patch test code<br>基于完整错误历史进行 CoT 推理，修复测试代码
    RouterRoutes to next state based on exit_code and retry count<

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