# Scaling AI Agent Teams Reveals a Consolidation Wall - slug: scaling-ai-agent-teams-reveals-a-consolidation-wall - date: 2026-04-06 - category: Agentics Power laws govern how influence concentrates in large LLM multi-agent systems, a Virginia Tech preprint finds. Adding agents generates more coordination, but the merge step that synthesizes reasoning does not scale proportionally. ---