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Slickflow Technical Articles

Deep dives into AI agents, workflow engines, RAG retrieval, and LLM integration — mirrored from cnblogs.com/slickflow

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AI · LLM · Agents
RAG Customer Service AI 2026-03-05

Slickflow.NET Intelligent Customer Service — AI LLM + RAG Retrieval-Augmented Implementation

A multi-turn Q&A customer service system built on Slickflow.NET's workflow engine and large language models. React frontend + ASP.NET Core backend, combined with a vector database for knowledge retrieval augmentation, enabling precise domain-specific answers.

  • Multi-turn conversation context management
  • Supabase vector database retrieval
  • Dual cosine similarity thresholds (0.8 / 0.6)
  • Workflow-driven customer service dialog flow
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LLM Multimodal 2025-12-31

.NET Open-Source Workflow: Slickflow.NET AI Large Model Integration in Practice

v3.5.0 introduces three core AI capabilities: natural language "text-to-flow" diagram generation (Qianwen reasoning model), multimodal image classification (GPT-4 Vision), and RAG-enhanced knowledge base Q&A. Supports flexible switching between DeepSeek, OpenAI, Qianwen, and more.

  • Text-to-flow: Natural language → BPMN 2.0 diagram
  • TF-IDF + LSH intelligent response caching
  • Encrypted API key storage + 120s timeout guard
  • Unified interface across multiple LLM providers
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