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safe-harbor

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A verification and grounding layer for AI-driven genome writing. Foundation models and a grounded co-scientist agent propose edits; PEN-STACK checks each against validated tools, never a language model: where a write is safe and durable, which enzyme makes it, and where it goes off-target. Calibrated, provenance-tracked, pre-registered.

  • Updated Aug 24, 2026
  • Python

Authorized social-engineering awareness and simulation framework. Features an isolated safe-harbor loopback laboratory, synthetic audience generation, mandatory pre-flight authorization validation, zero-credential retention guards, and automated threat funnel report generation (HTML/Markdown/JSON/CSV).

  • Updated Oct 9, 2026
  • Python

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