#SuicidePrevention #ECHOModel #PediatricHealth #CAPES #MentalHealth

Hierarchical Error Attribution Boosts Multi-Agent LLM Debugging

ECHO, a hierarchical context and consensus system, outperformed three traditional debugging methods in accuracy and consistency on multi‑agent tasks; the full paper is on arXiv. getnews.me/hierarchical-error-attri... #multagentdebugging #echomodel