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Redis Stack

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java1234
java1234
Sep 24, 2026 · Backend Development

Spring AI 2.0 OA System: Architecture, RAG & Tool Calling Deep Dive

This article details the design of an AI-powered OA system built with Spring Boot 4, Vue 3, and Spring AI 2.0, covering three AI capabilities (smart leave forms, approval tracking, RAG policy QA), a four-role permission model, two-level approval engine, database schema, API endpoints, and vector retrieval configuration using Redis Stack and Alibaba Qwen models.

LLM IntegrationOA SystemRAG
0 likes · 37 min read
Spring AI 2.0 OA System: Architecture, RAG & Tool Calling Deep Dive
Open Source Tech Hub
Open Source Tech Hub
Mar 13, 2025 · Artificial Intelligence

Build a Private AI Knowledge Base with Webman AI, Redis‑Stack, and Ollama

This guide walks you through setting up a private AI knowledge base using Webman AI 5.4.0, deploying Redis‑Stack, installing the illuminate/redis component, adding Ollama with DeepSeek and other embedding models, configuring Redis, importing training data, running the training process, and configuring role prompts for accurate AI responses.

AIDeepSeekOllama
0 likes · 6 min read
Build a Private AI Knowledge Base with Webman AI, Redis‑Stack, and Ollama