Integrating DeepSeek with Spring AI for Enhanced Business Process Intelligence
Spring AI Integration Architecture
The integration leverages Ollama as the underlying deployment platform, with Spring AI providing standardized interfaces for model interaction. The Ollama and OpenAI interfaces maintain compatibility, allowing developers to choose based on specific requirements.
Ollama Configuraton Setup
Begin by adding the Sp ...
Posted on Mon, 22 Jun 2026 18:48:16 +0000 by jrodd32
Automated Price Intelligence: AI-Powered Web Scraping for E-commerce Comparison
E-commerce pricing volatility creates significant challenges for identifying optimal purchase timing. Manual price tracking proves inefficient, while traditional scraping methods struggle with dynamic content and structural changes across retail platforms. This guide demonstrates implementing an intelligent price monitoring solution using AI-dr ...
Posted on Fri, 29 May 2026 17:55:24 +0000 by hobojjr
Building a Private Knowledge Base with FastGPT, ChatGLM, Ollama, and M3E Embeddings
Hardware Requirements
The following configurations are for reference only:
ChatGLM3-6B + M3E: NVIDIA RTX 3060 12GB or higher
Qwen:4B + M3E: NVIDIA RTX 3060 12GB or higher
Qwen:2B + M3E: NVIDIA GTX 1660 6GB or higher
Larger models require better GPU performance. Extremely small models can run on low-end CPUs, but inference accuracy will be poo ...
Posted on Fri, 15 May 2026 11:00:07 +0000 by elementaluk