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Milarien/README.md

Margaret Stokes

AI systems that prove their reasoning and know when to refuse.

Repositories

Aurora Governor
Audit-grade governance • Cryptographic identity • Forensic logs • Deterministic replay

Aurora-PEF
Epistemic legitimacy • Compositional reasoning • Refusal as valid outcome

Patents

Genesis architecture + Aurora substrate (6 patents)
Dual-encoder language models • Governance substrate • Cryptographic verification

Contact: meg.stokes.ai@gmail.com

Building things that think differently.

Some projects are public. The interesting ones aren't.

you're welcome to contact me on LinkedIn.

Popular repositories Loading

  1. Aurora-PEF Aurora-PEF Public

    A meaning-first reasoning substrate built on conceptual topology, persistent entities, and parallel interpretations — designed to correct structural failures in transformer-based LLMs.

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  2. Milarien Milarien Public