Keep it simple
Prefer robust baselines and strong features over complexity. Optimize for maintainability and observability.
Operate the model
- Feature ownership and versioning.
- Monitoring: latency, accuracy, drift, and data freshness.
- Playbooks for rollback, hotfixes, and retraining cadence.
Handover
We provide runbooks, dashboards, and alerts so your team can safely operate and evolve the system.