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Dev.to
Dev.to
7/15/2026
The original title is "Real-Time Monitoring for AI Agents: Beyond Log Streaming" - it has a colon which I need to remove. Let me rewrite it.

The original title is "Real-Time Monitoring for AI Agents: Beyond Log Streaming" - it has a colon which I need to remove. Let me rewrite it.

Original: Real-Time Monitoring for AI Agents: Beyond Log Streaming

Short summary

The article argues that traditional log-based monitoring doesn't scale for AI agent pipelines running 100+ times daily. It proposes structured traces with per-agent metrics (latency, tokens, errors), real-time WebSocket feeds for live state inspection, and proactive alerting with circuit breakers. The post promotes AgentForge, an open-source tool on GitHub, as a solution.

  • Log-everything-and-grep doesn't scale for agent pipelines; need structured traces and proactive alerts
  • Proposes per-agent metrics: latency, token usage, error rate, cost per run with WebSocket live feeds
  • Promotes AgentForge open-source tool as a monitoring solution

Generated with AI, which can make mistakes.

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