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Insights

Insights

Thoughts on multi-agent architecture, AI system design, and building production-ready agent systems.

July 1, 2026

The Difference Between Chatbots and Multi-Agent Systems

Why connecting ChatGPT to your website isn't the same as designing a system where specialized agents collaborate.

When SaaS isn't enough. This is what replaces it.