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  • Home
  • About
    • Deterministic Orchestration
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    • 6-Stage Execution Pipeline
    • Blueprint System
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    • Composable Pipeline
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Posts on testing

Agentic Systems Architecture Lessons Learned Research Testing
Cover for The Doppelganger: Testing AI-Built Software Like a Real User
Agentic Systems Testing

Maudel Team

•

Mar 1, 2026

The Doppelganger: Testing AI-Built Software Like a Real User

AI-generated code passes unit tests because the same AI writes both. User-perspective testing breaks this circular validation.

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