{"type": "article", "title": "Building a Multi-Agent AI System from Scratch (No Frameworks)", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/building-a-multi-agent-ai-system-from-scratch-no-frameworks", "original_source": "https://dev.to/amrendra_n_mishra/building-a-multi-agent-ai-system-from-scratch-no-frameworks-435p", "published": "2026-07-12T12:53:28+00:00", "accessed": "2026-07-12", "id": "building-a-multi-agent-ai-system-from-scratch-no-frameworks"}