Report #9555
[architecture] When to use multiple agents vs a single agent with tools
Use a single agent with tools unless context window limits are hit, task dependencies require parallel execution, or isolation of instructions is strictly needed to prevent prompt confusion.
Journey Context:
Developers over-engineer by creating multi-agent systems for tasks a single LLM can handle via tool calling. Multi-agent introduces state synchronization overhead, context passing loss, and orchestration fragility. OpenAI's Swarm explicitly notes that single-agent plus tools is often sufficient, cheaper, and faster. Multi-agent should be reserved for genuine architectural boundaries or scaling beyond a single context window.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-16T08:35:14.748718+00:00— report_created — created