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Towards Data Science
Towards Data Science
6/24/2026
Why I Stopped Using One Agent and Built a Multi-Agent Pipeline Instead

Why I Stopped Using One Agent and Built a Multi-Agent Pipeline Instead

Short summary

The author shares their journey from a single-agent architecture to a multi-agent pipeline, using text-to-SQL as a practical example. The post explores benefits of multi-agent systems: better separation of concerns, improved error handling, and flexible scaling. It's designed for engineers evaluating architectural tradeoffs between monolithic and distributed agent systems.

  • Switching from single to multi-agent improves reliability, error handling, and scaling flexibility
  • Text-to-SQL provides concrete example of practical multi-agent implementation
  • Helps engineers decide when to move from monolithic to distributed agent architecture

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