sulkysubject37.r-universe.dev

[sulkysubject37] resLIK 0.1.2

arshad10867c@gmail.com (MD. Arshad) — Fri, 06 Feb 2026 14:10:02 GMT

Implements the Representation-Level Control Surfaces (RLCS) paradigm for ensuring the reliability of autonomous systems and AI models. It provides three deterministic sensors: Residual Likelihood (ResLik) for population-level anomaly detection, Temporal Consistency Sensor (TCS) for drift and shock detection, and Agreement Sensor for multi-modal redundancy checks. These sensors feed into a standardized control surface that issues 'PROCEED', 'DEFER', or 'ABSTAIN' signals based on strict safety invariants, allowing systems to detect and react to out-of-distribution states, sensor failures, and environmental shifts before they propagate to decision-making layers.

[sulkysubject37] annotaR 0.1.1

arshad10867c@gmail.com (MD. Arshad) — Thu, 22 Jan 2026 10:05:21 GMT

A framework for intuitive, multi-source gene and protein annotation, with a focus on integrating functional genomics with disease and drug data for translational insights. Methods used include g:Profiler (Raudvere et al. (2019) ), biomaRt (Durinck et al. (2009) ), and the Open Targets Platform (Koscielny et al. (2017) ).

[sulkysubject37] BioMoR 0.1.0

arshad10867c@gmail.com (MD. Arshad) — Sun, 14 Dec 2025 09:14:13 GMT

Provides tools for bioinformatics modeling using recursive transformer-inspired architectures, autoencoders, random forests, XGBoost, and stacked ensemble models. Includes utilities for cross-validation, calibration, benchmarking, and threshold optimization in predictive modeling workflows.