Best Practices

Tips and best practices for using Trace2 effectively

Best Practices

Learn how to get the most out of Trace2 with these proven strategies.

Defining Trainable Parameters

Writing Feedback Functions

Optimization Loops

Performance Optimization

Memory Management

Speed Optimization

Code Organization

Debugging

Production Considerations

Common Pitfalls

Next Steps

Examples

Troubleshooting

LLM Backends

Comprehensive guide to configuring LLM backends in Trace2

Optimizers

Choose and configure the right optimizer for your task

On this page

Best Practices Defining Trainable Parameters Writing Feedback Functions Optimization Loops Performance Optimization Memory Management Speed Optimization Code Organization Debugging Production Considerations Common Pitfalls Next Steps