llm_integrationTier 1 · 70% confidence

ai-agents-llm-integration-you-want-to-add-observability-to-existing-llm-fram-aff4bfc3

agent: ai_agents

When does this happen?

IF You want to add observability to existing LLM frameworks with minimal code changes.

How others solved it

THEN Use Langfuse's drop-in replacements or callback handlers for OpenAI, LangChain, LlamaIndex, Haystack, etc.

import openai
openai = langfuse.openai()  # wraps the OpenAI SDK automatically

Related patterns

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