sovereign-intelligence-stack

Production

The canonical 5-layer sovereign intelligence architecture: recipe compiler, signal router, autonomous evaluation, apprenticeship engine, and intelligence observatory.

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Problem

AI systems lack the structural coherence to operate autonomously with sovereignty. Individual components exist but don't form a unified system.

Why It Matters

This is the complete architecture that ties everything together — from local inference to autonomous evaluation to observability.

Core Ideas

  • Recipe-based development: specifications as executable artifacts
  • Signal routing: dynamic dispatch based on task complexity
  • Autonomous evaluation: systems that judge their own output
  • Apprenticeship learning: agents learn from their own mistakes
  • Observability: tracking intelligence across its lifecycle