Operational Realignment Report: Formalizing the Filter Enclave and the Infrastructure Deficit in Independent Human Rights Synthesis
Year: 2026
Type: article
Abstract: This repository contains the technical preprint and formal verification modules addressing systems security, AI interpretability, and algorithmic safety frameworks for independent human rights research. Abstract This paper presents a formal computational mechanism isolating verified software architectures from ungrounded jargon and documents infrastructure dependencies for independent researchers, featuring a computer-checked Coq verification module (JargonFilter) that proves zero-leakage safety boundaries. It moves past prior high-dimensional formulations of "Kinetic Collapse," addresses cognitive prosthetics for neurodivergent thinkers, and supports deterministic neurosymbolic sandboxing under International Humanitarian Law (IHL). Key Contributions • The Infrastructure Deficit Framework: An analysis of operational constraints faced by sovereign researchers using LLMs as cognitive prosthetics. • Formal Jargon Filtering Enclave: A Coq implementation (Module JargonFilter) proving a strict safety invariant theorem (zero_jargon_leakage) for AI outputs. • Ethical & Legal Safeguards: Alignment of autonomous decision boundaries with International Humanitarian Law (IHL) and a non-weaponization mandate. https://github.com/Borealiscodes/CoQ-Hallucination-Guard/tree/84fb58ac7688fd8d2913d76300653a31cf970aac
Author: Hedling, Borealis Serenity
Language: English
Subfield: Safety Research
Field: Social Sciences
Domain: Social Sciences
Open Access status: green
OpenAlex ID: W7225113936