The real gap

The hard part isn’t training a model. It’s making inference reliable, observable, and cheap.

Minimal production checklist

• Deterministic preprocessing (versioned)
• Model + feature versioning
• Canary + rollback
• Monitoring: latency, error rate, drift proxies
• Automated evaluation on fresh data