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Dev.to
Dev.to
6/19/2026
Our agent loops have been shipping production features for weeks. Here's the tool.

Our agent loops have been shipping production features for weeks. Here's the tool.

Short summary

Autonomous agent loops can reliably handle production development through multi-agent consensus rather than single-agent confidence—the key is knowing when to stop, escalate, or refuse work instead of shipping confidently wrong code. Consensus-loop combines isolated parallel workers debating independently, a judge converging them, independent review gates, and explicit failure modes. Real production examples show loops refusing uncertain changes, escalating when needed, and declining to claim unsubstantiated results.

  • Trustworthy loops know when NOT to act—confident wrong code is worse than no code
  • Multi-agent debate with isolated workers prevents silent convergence on wrong answers
  • Reliability engineering (leases, gates, stop rules) matters more than novel algorithms

Generated with AI, which can make mistakes.

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