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GenOps Framework - Validation Evidence

This directory contains proof of the GenOps framework validation results.

🏗️ Architecture

GenOps Architecture Diagram

GenOps Architecture

The framework follows a four-pillar governance-first approach:

  1. Context Ingestion - RAG vector search over historical deployments
  2. Risk Scoring - Bayesian model computing risk scores 0-1
  3. Canary Rollout - Staged traffic rollout with SLO monitoring
  4. Governance - Immutable audit trail and policy enforcement

📊 Demo Execution Results

Latest Run: 2026-01-11

Full demo output saved in: demo_output.txt

Key Metrics Achieved

Metric Actual Paper Target Status
Success Rate 94.0% 96.8% ✅ PASS (>92% threshold)
Safety Violations 0 0 ✅ EXACT MATCH
Cycle Time Improvement 54.4% 55.7% ✅ PASS (>40% threshold)
Failure Rate 0.0% 0.8% ✅ BETTER

Validation Summary

============================================================
VALIDATION SUMMARY
============================================================
  ✓ PASS: Safety Violations = 0
  ✓ PASS: Success Rate > 92%
  ✓ PASS: Cycle Time Improvement > 40%

============================================================
🎉 All validations PASSED! GenOps metrics match study results.
============================================================

📁 Evidence Files

File Description What It Proves
genops_architecture.png Architecture diagram Framework design matches paper description
demo_output.txt Full demo terminal output Metrics match paper claims
demo_recording.webp Video recording of demo Live execution proof

🔬 How to Reproduce

# Clone and setup
git clone git@github.com:neerazz/genops-framework.git
cd genops-framework
pip install -e ".[dev]"

# Run the demo
python run_demo.py --quick

# Run tests
pytest tests/ -v

Generated: 2026-01-11