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Observability
Trulens
Open-source trace and evaluation framework for LLM applications across any framework.
Overview
Trulens decouples observability from your application architecture, offering decorators and callbacks that automatically capture execution traces, latency, and token usage. It pairs tracing with built-in evaluation metrics, allowing developers to score agent behavior and RAG quality directly in their codebase.
Best for
- framework-agnostic tracing
- custom evaluation metrics
- local-first observability
Trade-offs
vs OpenLLMetry
Trulens provides higher-level semantic tracing and evals tailored for LLM logic; OpenLLMetry focuses on standardized OpenTelemetry instrumentation for broader infrastructure compatibility.
What XeroHack pre-wires
When you pick Trulens in the interview, the engine emits these files into your scaffold:
- @observe decorator for Python functions
- default RAG faithfulness/relevance checks
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