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Zeta: Physics-Inspired AI Test Generator — Gemini 2.5 + Z-Score/Isolation Forest for risk-aware, edge-case-focused automated QA. FastAPI backend — generate executable Selenium tests instantly.

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⚛️ Zeta

Autonomous QA Architect & Physics-Informed Edge Case Detector

Python FastAPI Gemini Scikit-Learn Docker

Zeta Architecture



 


⚡ The Problem: "Happy Path" Testing

Most automated test generators only cover the "Happy Path"—the expected user behavior. They miss the Edge Cases: the statistical anomalies and boundary conditions that cause 90% of production outages.

🧠 The Solution: Physics-Informed QA

Zeta is not just an LLM wrapper. It is a hybrid system that combines Generative AI (for creativity) with Statistical Physics (for rigor).

It calculates the Complexity Z-Score of every software requirement. If a requirement is statistically "dense" (high logic complexity) but has low test coverage, Zeta flags it as a Critical Risk.


🆚 Comparison: Why Zeta?

Feature Standard LLM Gen ⚛️ Zeta (Physics Engine)
Generation Hallucinates generic tests uses Gemini 2.5 with SOTA Prompting
Validation None (Blind trust) IsolationForest + Z-Score Anomaly Detection
Safety Returns broken JSON often Pydantic Type-Safety & Self-Healing
Output Text descriptions Executable Selenium/Python Code

📚 Documentation Index

  • Engineering Log: A deep dive into the bugs we fought (NumPy ambiguity, Data Loss) and how we fixed them. (Must Read for Engineers).
  • User Guide: Step-by-step instructions on generating tests and interpreting Z-Scores.
  • System Architecture: High-level diagrams of the FastAPI/Streamlit microservice topology.

🛠️ Tech Stack

  • Core: Python 3.11, FastAPI, Uvicorn
  • ML Engine: Scikit-Learn (Isolation Forest), NumPy (Vectorization)
  • Frontend: Streamlit, Altair (Visualization)
  • Infrastructure: Docker, Hugging Face Spaces

👨‍💻 Author

Owadokun Tosin Tobi Senior AI Engineer & Physicist

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Zeta: Physics-Inspired AI Test Generator — Gemini 2.5 + Z-Score/Isolation Forest for risk-aware, edge-case-focused automated QA. FastAPI backend — generate executable Selenium tests instantly.

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