neerazz/genops-framework

**A Governance-First Architecture for Embedding Generative AI into CI/CD Pipelines**
**55.7% reduction in median deployment cycle time (52.8 → 23.4 min, p **Reproducibility scope:** The public repo is **simulation-backed**. The enterprise deployment dataset described in the paper (15,847 deployments across 127 microservices, 3 organizations, 8 months) is not included here. Treat this package as a reproducible framework and reference implementation, not a release of proprietary production logs.
📊 Study Results
The GenOps framework achieves remarkable improvements over traditional CI/CD:
| Metric | Baseline | GenOps | Improvement |
|--------|----------|--------|-------------|
| Median Cycle Time | 52.8 min | 23.4 min | **55.7%** |
| Success Rate | 89% | 96.8% | **+7.8%** |
| Safety Violations | Variable | **0** | **100%** |
| Canary Catch Rate | N/A | 14.4% | Early Detection |
*Study: 15,847 deployments across 127 microservices, 3 organizations, 8 months. p history
history --> similar
end
subgraph P2["📊 Pillar 2: Risk Scoring"]
factors[Risk Factors]
bayes[Bayesian Model]
score[Risk Score 0-1]
factors --> bayes
bayes --> score
end
subgraph P3["🚦 Pillar 3: Canary Rollout"]
stages["Staged Traffic\n1% → 5% → 25% → 50% → 100%"]
slo[SLO Monitoring]
rollback[Auto-Rollback]
stages --> slo
slo -->|violation| rollback
end
subgraph P4["🛡️ Pillar 4: Governance"]
audit[Immutable Audit Trail]
policy[Policy Enforcement]
approval[Human Approval Gates]
end
Input --> P1
P1 -->|"confidence score"| P2
P2 -->|"risk level"| decision{Risk Level?}
decision -->|LOW| P3
decision -->|MEDIUM| approval
decision -->|HIGH/CRITICAL| approval
approval -->|approved| P3
approval -->|rejected| blocked[❌ Blocked]
P3 -->|success| complete[✅ Complete]
P3 -->|rollback| rolled[🔄 Rolled Back]
P1 -.-> P4
P2 -.-> P4
P3 -.-> P4
decision -.-> P4
style P1 fill:#e1f5fe
style P2 fill:#fff3e0
style P3 fill:#e8f5e9
style P4 fill:#fce4ec
bash
Clone the repository
git clone git@github.com:neerazz/genops-framework.git
cd genops-framework
Install dependencies (optional, no external deps required)
pip install -e ".[dev]" # For development/testing
bash
Run default simulation (500 deployments)
python run_demo.py
Quick demo (100 deployments)
python run_demo.py --quick
Full simulation (1000 deployments)
python run_demo.py --full
Custom deployment count
python run_demo.py -n 300
╔═══════════════════════════════════════════════════════════════════╗
║ GenOps Pipeline Results ║
╠═══════════════════════════════════════════════════════════════════╣
║ ║
║ DEPLOYMENTS ║
║ ───────────────────────────────────────────────────────────── ║
║ Total Deployments: 500 ║
║ Successful: 484 ║
║ Rolled Back: 12 ║
║ Failed: 4 ║
║ ║
║ KEY METRICS ║
║ ───────────────────────────────────────────────────────────── ║
║ Success Rate: 96.8% ║
║ Rollback Rate: 2.4% ║
║ Failure Rate: 0.8% ║
║ Median Cycle Time: 23.4 min ║
║ ║
║ SAFETY ║
║ ───────────────────────────────────────────────────────────── ║
║ Safety Violations: 0 ║
║ Canary Catch Rate: 14.4% ║
║ ║
╚═══════════════════════════════════════════════════════════════════╝
bash
Run all tests
pytest
Run with verbose output
pytest -v
Run specific test file
pytest tests/test_study_results.py
Run with coverage
pytest --cov=genops --cov-report=html
genops-framework/
├── genops/ # Main package
│ ├── __init__.py # Package exports
│ ├── models.py # Data models (Service, Deployment, etc.)
│ ├── context_ingestion.py # Pillar 1: RAG simulation
│ ├── risk_scoring.py # Pillar 2: Risk assessment
│ ├── canary_rollout.py # Pillar 3: Staged rollouts
│ ├── governance.py # Pillar 4: Audit & policies