A fast and scalable CUDA implementation to conduct highly parallelized evolutionary tests and viral simulations at scale. Related manuscripts: https://doi.org/10.1111/2041-210X.14168 and https://doi.org/10.1038/s41467-025-60988-8

Sentiment Analysis Visualization

The W-Model, a tunable Black-Box Discrete Optimization Benchmarking (BB-DOB) problem, implemented for the BB-DOB@GECCO Workshop.

Maximizing Neutrality in News Ordering

A strict, deterministic LLM protocol for loading, reading and activating the DCQN.MATRIX Axiomatics from the OSF DOI (10.17605/OSF.IO/QWA6S), including anti-simulation safeguards and full formal reconstruction into DCQN_LOGIK_SESSION_V1.

Authoritative specification of Accountable Entities (AE).

Lean 4 formalization of the contextual structural explainability layer.

Authoritative specification of Structural Explainability (SE).

Governance standard for public-interest analysis: civic integrity floors, boundary alerts, and high-risk decision gates to keep civic work neutral, auditable, and non-destructive.

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