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contract-first

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AI-bloat defense CLI for Python teams: deterministic code review, cleanup forecasts, and spec/contract evidence for AI-assisted and brownfield delivery.

  • Updated Jun 9, 2026
  • Python

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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