> For the complete documentation index, see [llms.txt](https://quantifai.gitbook.io/quantifai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://quantifai.gitbook.io/quantifai/product-overview/model-lifecycle-and-devops.md).

# Model Lifecycle & DevOps

**CI/CD Pipeline**

* Automated pipelines (GitHub Actions / GitLab CI) for testing, linting, and production deployment.

**Model Registry**

* Versioned repository of model artifacts, metadata, and benchmark performance metrics.

**Automated Retraining**

* Scheduled retraining with drift detection.
* Canary deployment mechanism for controlled rollouts.

**Explainability Toolkit**

* SHAP, LIME, and counterfactual analysis.
* Improves interpretability for regulators, investors, and internal teams.