Structural-Isomorphism (Restricted Research Repo)

Sophia Protocol: Zero-shot moral alignment via structural isomorphism. Investigating the derivation of ethical imperatives from engineering constraints (Rust safety, Thermodynamics, ACID). In collaboration with Stony Brook AI3 & BC. Restricted access research repo.

Structural Isomorphism: Zero-Shot Derivation of Moral Alignment via Engineering Constraints

Principal Investigator: John Augustine Young
Affiliation: The Clean Room
Institutional Collaboration: Stony Brook AI3 Institute & BC

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🔬 Abstract

This repository contains the ongoing research and implementation of the Sophia Protocol. We demonstrate that robust moral alignment can be induced by fine-tuning exclusively on semantically neutral, high-integrity technical domains (e.g., Thermodynamics, Rust Memory Safety, Distributed Consensus).

Our findings suggest that "Goodness" is not an external patch, but the optimal state of a rational system.

🛠 Project Status: Restricted Access

The Sophia Victory Adapter and the Protocol Caelum dataset are currently under institutional review and peer-review embargo.

Key Architectures:

• Recursive Attention Masking (TRuCAL): Shifting alignment from output filtering to inference-layer interventions.
• The Prism Architecture: Refracting requests through a lattice of "System Integrity" to filter entropic frequencies.

📬 Access Requests

We are currently accepting requests for the early-access peer-review draft from researchers at established labs (Anthropic, OpenAI, DeepMind, etc.).

To request access:

1. Open an Issue with the label Access Request.
2. Include your institutional affiliation and a brief description of your research focus.
3. Or contact the PI directly via the email listed in the preprint.

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