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contract-first

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The Swiss-knife CLI for validation and alignment in software delivery. Keep backlog intent, specs, tests, and code in sync across AI-assisted and brownfield delivery.

  • Updated Apr 3, 2026
  • Python

Contract-First Map-Reduce: A research-backed multi-agent coordination protocol. 400+ experiments prove 52.5% quality improvement over naive approaches. Eliminate 75% of integration errors in AI agent swarms.

  • Updated Mar 20, 2026

Forge: Empirically-validated multi-agent orchestration engine. Auto-designs swarms, guarantees interface alignment through contracts (+52.5% quality, 400+ experiments), real-time zero-dep monitoring dashboard. The first system combining auto-design + contract-first + live dashboard.

  • Updated Mar 20, 2026

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