Stop building half-baked multi-agent systems: design agents that run real engineering workflows
Pavan_Belagatti · x · 2026-11-05
Pavan Belagatti argues developers should stop shipping half-baked multi-agent systems and instead build agents that execute engineering workflows with proper guardrails.
He illustrates with a production incident scenario: instead of an engineer manually jumping between dashboards, logs, and deployment history at 2 am, specialized agents work in parallel —
- Metrics Agent analyzes system performance
- Logs Agent hunts for errors
- Deployment Agent checks recent changes
- Correlation Agent aggregates findings to identify the likely root cause
The key design point: human approval must gate actual actions like rollback. Agents investigate and correlate; humans sign off on execution — saving time without losing control.
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