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Production Checklist

Security

Prototype protection, input validation

Performance

Caching enabled, metrics monitoring

Error Handling

Graceful failures, logging

Monitoring

Metrics, alerts, dashboards

Production Configuration


Environment Variables


Singleton Pattern

Create one engine instance, reuse everywhere.

Error Handling

Wrap evaluations in try-catch.

Logging


Monitoring

Metrics Endpoint

Health Check


Docker Deployment


Load Balancing


Caching Strategy

Redis for Distributed Cache


Rate Limiting


Graceful Shutdown


Kubernetes Deployment


Best Practices

One engine instance per process.
Maximize cache size in production.
Track evaluations, errors, cache hit rate.
Never expose internal errors to users.
Prevent abuse with rate limiting.
Implement /health endpoint.
Use JSON logs for easy parsing.
Use load balancers and multiple instances.

Production Checklist

  • Security config verified
  • Environment variables set
  • Singleton pattern implemented
  • Error handling in place
  • Logging configured
  • Metrics endpoint added
  • Health check endpoint added
  • Rate limiting enabled
  • Graceful shutdown implemented
  • Load tested
  • Monitoring dashboards created
  • Alerts configured

Security

Security best practices

Performance

Performance optimization