{"type": "article", "title": "Octochains – a Python framework for parallel, isolated multi-agent reasoning", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/octochains-a-python-framework-for-parallel-isolated-multi-agent-reasoning", "original_source": "https://github.com/ahmadvh/octochains", "published": "2026-07-11T11:00:57+00:00", "accessed": "2026-07-12", "id": "octochains-a-python-framework-for-parallel-isolated-multi-agent-reasoning"}