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 (may not be active yet) |
| Author: | MD. Arshad [aut, cre] |
| Maintainer: | MD. Arshad <arshad10867c at gmail.com> |
| License: | MIT + file LICENSE |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | resLIK results |
| Reference manual: | resLIK.html , resLIK.pdf |
| Vignettes: |
End-to-End RLCS Demonstration (source, R code) Introduction to RLCS (source, R code) |
| Package source: | resLIK_0.1.2.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: not available |
| macOS binaries: | r-release (arm64): not available, r-oldrel (arm64): not available, r-release (x86_64): resLIK_0.1.2.tgz, r-oldrel (x86_64): resLIK_0.1.2.tgz |
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