<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Representation-Level Control Surfaces for Reliability Sensing</dc:title>
  <dc:title>R package resLIK version 0.1.2</dc:title>
  <dc:description>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.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Imports: utils</dc:relation>
  <dc:relation>Suggests: testthat, stats, knitr, rmarkdown</dc:relation>
  <dc:creator>MD. Arshad &lt;arshad10867c@gmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>MD. Arshad [aut, cre]</dc:contributor>
  <dc:rights>MIT + file LICENSE (https://CRAN.R-project.org/package=resLIK/LICENSE)</dc:rights>
  <dc:date>2026-02-06</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=resLIK</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.resLIK</dc:identifier>
</oai_dc:dc>