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How to do LLM pipeline optimization and experiment tracking in LangWatch?

2025-09-10 1.6 K

LangWatch provides professional workflows for LLM pipeline optimization and experiment management:

Optimize workflow

  1. Drag-and-drop construction: Assembling various LLM components using a visual interface
  2. parameterization: Modify prompts, parameters, and other configurations directly in the interface
  3. real time testing: Instant view of adjusted results

Experiment tracking management

  • automatic recording: the system captures all configurations and results for each experiment
  • Version Comparison: Supports visual comparison of results from different versions of experiments
  • Labeling Management: Labels and annotations can be added to experiments for easy subsequent retrieval

Data analysis methods

  • Visualization reports: Generate charts and analytical reports with key metrics
  • Performance Trends: Tracking changes in specific indicators over time
  • Best Practice Options: Recommends the optimal configuration based on historical data

This system greatly simplifies the LLM optimization process, enabling researchers and engineers to make iterative improvements efficiently.

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