Research note: Model specifications and benchmark results are time-bound. Check the dated primary sources below before using them for a technical or purchasing decision.

Monolithic system prompts containing 50 instructions degrade rapidly due to attention saturation. When an LLM is forced to balance architecture, styling, database queries, and test assertions simultaneously, adherence drops significantly.

The solution is Sub-Agent Swarms: deploying isolated, task-specialized worker agents with narrow context windows coordinated by a deterministic orchestrator.

Sources & References

  • Multi-Agent Swarm Orchestration: OpenAI Swarm Framework & Multi-Agent Coordination.