What is Swarm Orchestrator?

Open-source layer orchestrating AI code agents with spec-based verification gates—no merges without proof.

How does specification-first AI code verification work?

Specs define criteria upfront; deterministic checks (diffs, tests, builds) gate AI output; review hits residuals only.

Not without specs-first plumbing—they amplify, but verification ensures sanity.

Yes, fully open-source on GitHub—install via npm, contribute away.

🤖 AI & Machine Learning

Picture this: you're staring at AI-generated code that's fast but flaky. Two projects, no coordination, both scream 'specs first' to fix it.

Open Source Beat Apr 11, 2026 3 min read

Independent convergence on specs-first verification shows it's not hype—it's necessity for AI code agents. 𝕏
Swarm Orchestrator delivers practical gates that catch AI's repeatable fails, boosting trust over speed. 𝕏
Big prediction: this model forces AI vendors to prioritize verification or lose enterprise trust. 𝕏

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Community-driven. Code-first.

#AI code agents #AI coding agents #Swarm Orchestrator #code governance #code review gates #code verification pipeline #specification-first AI code verification #specification-first verification

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Originally reported by Dev.to