{"type": "article", "title": "Beyond Outcome Gaps: Process-Aware Fairness Diagnosis for LLM-based Multi-Agent Decision Systems", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/beyond-outcome-gaps-process-aware-fairness-diagnosis-for-llm-based-multi-agent", "original_source": "https://www.machinebrief.com/news/beyond-outcome-gaps-process-aware-fairness-diagnosis-for-llm-2xpa", "published": "2026-09-03T04:00:00+00:00", "accessed": "2026-09-03", "id": "beyond-outcome-gaps-process-aware-fairness-diagnosis-for-llm-based-multi-agent"}