{"type": "article", "title": "CIFQA: A Deterministic Tool-Grounded Multi-Agent LLM Framework for Financial Query Answering", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/cifqa-a-deterministic-tool-grounded-multi-agent-llm-framework-for-financial", "original_source": "https://arxiv.org/abs/2608.26114", "published": "2026-08-28T04:00:00+00:00", "accessed": "2026-08-28", "id": "cifqa-a-deterministic-tool-grounded-multi-agent-llm-framework-for-financial"}