GITBOOK-92: Fix: Change case of "Langfuse"
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@ -64,7 +64,6 @@
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* [Sync Data from Website](guides/knowledge-base/sync-from-website.md)
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* [Maintain Knowledge Base via API](guides/knowledge-base/maintain-dataset-via-api.md)
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* [External Data Tool](guides/knowledge-base/external-data-tool.md)
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<!-- TODO: change gong-ju.md to tools/readme.md in cn en jp -->
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* [Tools](guides/tools/README.md)
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* [Quick Tool Integration](guides/tools/quick-tool-integration.md)
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* [Advanced Tool Integration](guides/tools/advanced-tool-integration.md)
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@ -85,7 +84,7 @@
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* [Data Analysis](guides/monitoring/analysis.md)
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* [Integrate External Ops Tools](guides/monitoring/integrate-external-ops-tools/README.md)
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* [Integrate LangSmith](guides/monitoring/integrate-external-ops-tools/integrate-langsmith.md)
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* [Integrate LangFuse](guides/monitoring/integrate-external-ops-tools/integrate-langfuse.md)
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* [Integrate Langfuse](guides/monitoring/integrate-external-ops-tools/integrate-langfuse.md)
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* [Extension](guides/extension/README.md)
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* [API-Based Extension](guides/extension/api-based-extension/README.md)
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* [External Data Tool](guides/extension/api-based-extension/external-data-tool.md)
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@ -103,7 +102,7 @@
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* [Seek Support](community/support.md)
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* [Become a Contributor](community/contribution.md)
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## Development <a href="#development" id="development"></a>
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## Development
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* [Backend](development/backend/README.md)
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* [DifySandbox](development/backend/sandbox/README.md)
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@ -130,4 +129,4 @@
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* [Open Source License](policies/open-source.md)
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* [User Agreement](policies/agreement/README.md)
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* [Terms of Service](https://dify.ai/terms)
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* [Privacy Policy](https://dify.ai/privacy)
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* [Privacy Policy](https://dify.ai/privacy)
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@ -10,11 +10,11 @@ While LLMs (Large Language Models) possess exceptional reasoning and text genera
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* **Debugging complexity** introduced by chain calls, agents, and tools
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* Understanding complex user intents
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Tools like LangSmith and LangFuse, known as LLMOps tools, provide comprehensive tracking and deep evaluation capabilities for LLM applications, offering developers complete lifecycle support from prototyping to production and operations.
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Tools like LangSmith and Langfuse, known as LLMOps tools, provide comprehensive tracking and deep evaluation capabilities for LLM applications, offering developers complete lifecycle support from prototyping to production and operations.
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* #### Prototyping Phase
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In the prototyping phase, LLM applications typically involve rapid experimentation with prompt testing, model selection, RAG (Retrieval-Augmented Generation) strategies, and other parameter combinations. Quickly understanding the model's execution performance is crucial in this stage. Integrating LangFuse allows tracking of every step of Dify application execution, providing clear visibility and debugging information, enabling developers to quickly pinpoint issues and reduce debugging time.
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In the prototyping phase, LLM applications typically involve rapid experimentation with prompt testing, model selection, RAG (Retrieval-Augmented Generation) strategies, and other parameter combinations. Quickly understanding the model's execution performance is crucial in this stage. Integrating Langfuse allows tracking of every step of Dify application execution, providing clear visibility and debugging information, enabling developers to quickly pinpoint issues and reduce debugging time.
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* **Testing Phase**
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