# Smaller AI Models Now Match Giants at Error Attribution — If You Generate the Right Data - Date: 2026-03-20 - Category: Agentics When Multi-Agent Systems Fail, Aegis Knows Who to Blame Multi-agent AI systems are fragile in ways that are hard to debug. ---