# Smaller AI Models Now Match Giants at Error Attribution — If You Generate the Right Data

- slug: 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.

---