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Dev.to
Dev.to
7/18/2026
The original title is about orchestration pitfalls in production multi-agent systems and an open-source fix called AgentForge.

The original title is about orchestration pitfalls in production multi-agent systems and an open-source fix called AgentForge.

Original: Why Most Multi-Agent Systems Fail in Production (And How to Fix It)

Short summary

Multi-agent systems fail in production due to weak orchestration layers: unstructured handoffs, no retry strategy, and no observability. AgentForge, an open-source platform, addresses these with structured JSON inter-agent protocol, automatic retry with exponential backoff and circuit breakers, and real-time execution traces. A sample 5-agent investment analysis pipeline demonstrates typed contracts and graceful degradation.

  • Multi-agent failures stem from orchestration, not LLM quality
  • AgentForge provides structured handoffs, retry with circuit breakers, and execution traces
  • Includes a working 5-agent investment analysis pipeline example

Generated with AI, which can make mistakes.

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