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One Final Commit for the Last Sprint

Building Enterprise-Grade AI Agents with Dify, DMS Notebook, and Airflow

Background and Challenges Dify, as a low-code AI application development platform, significantly lowers the barrier to entry for large language model applications through its intuitive visual workflow orchestration capabilities. However, during enterprise-level implementation, we've identified two c...

Debugging Unexpected LLM Invocations in Dify's Knowledge Retrieval Node

Context A Dify instance was deployed locally on a GPU server, integrated with Xinference hosting the THUDM/glm-4-9b-chat model. A RAG workflow was built using Dify’s default task flow template and a local knowledge base. During chat execution, the knowledge retrieval node failed with an error: Model...