resLIK: Representation-Level Control Surfaces for Reliability Sensing

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.

Version:	0.1.2
Imports:	utils
Suggests:	testthat, stats, knitr, rmarkdown
Published:	2026-02-06
DOI:	10.32614/CRAN.package.resLIK
Author:	MD. Arshad [aut, cre]
Maintainer:	MD. Arshad <arshad10867c at gmail.com>
License:	MIT + file LICENSE
NeedsCompilation:	no
Materials:	README
CRAN checks:	resLIK results

Documentation:

Reference manual:	resLIK.html , resLIK.pdf
Vignettes:	End-to-End RLCS Demonstration (source, R code) Introduction to RLCS (source, R code)

Downloads:

Package source:	resLIK_0.1.2.tar.gz
Windows binaries:	r-devel: resLIK_0.1.2.zip, r-release: not available, r-oldrel: not available
macOS binaries:	r-release (arm64): resLIK_0.1.2.tgz, r-oldrel (arm64): resLIK_0.1.2.tgz, r-release (x86_64): resLIK_0.1.2.tgz, r-oldrel (x86_64): resLIK_0.1.2.tgz

Linking:

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