# The Battle Between Fast AI and Deep AI - slug: the-battle-between-fast-ai-and-deep-ai - date: 2026-04-01 - category: Agentics Under a 300-second budget, subagent mode made 7 improvements. Agent teams made 3. The reason: specialists who cannot complete their hand-offs are worse than no team at all. The paper advocates routing tasks dynamically based on complexity. ---